{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "\n",
    "## GeostatsPy: Multivariate Analysis for Subsurface Data Analytics in Python \n",
    "\n",
    "\n",
    "### Michael Pyrcz, Associate Professor, University of Texas at Austin \n",
    "\n",
    "#### [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PGE 383 Exercise: Multivariate Analysis for Subsurface Data Analytics in Python \n",
    "\n",
    "Here's a simple workflow, demonstration of multivariate analysis for subsurface modeling workflows. This should help you get started with building subsurface models that integrate uncertainty in the sample statistics.  \n",
    "\n",
    "#### Bivariate Analysis\n",
    "\n",
    "Understand and quantify the relationship between two variables\n",
    "\n",
    "* example: relationship between porosity and permeability\n",
    "* how can we use this relationship?\n",
    "\n",
    "What would be the impact if we ignore this relationship and simply modeled porosity and permeability independently?\n",
    "\n",
    "* no relationship beyond constraints at data locations\n",
    "* independent away from data\n",
    "* nonphysical results, unrealistic uncertainty models\n",
    "\n",
    "#### Bivariate Statistics\n",
    "\n",
    "Pearson’s Product‐Moment Correlation Coefficient\n",
    "* Provides a measure of the degree of linear relationship.\n",
    "* We refer to it as the 'correlation coefficient'\n",
    "\n",
    "Let's review the sample variance of variable $x$. Of course, I'm truncating our notation as $x$ is a set of samples a locations in our modeling space, $x(\\bf{u_\\alpha}), \\, \\forall \\, \\alpha = 0, 1, \\dots, n - 1$.\n",
    "\n",
    "\\begin{equation}\n",
    "\\sigma^2_{x}  = \\frac{\\sum_{i=1}^{n} (x_i - \\overline{x})^2}{(n-1)}\n",
    "\\end{equation}\n",
    "\n",
    "We can expand the the squared term and replace on of them with $y$, another variable in addition to $x$.\n",
    "\n",
    "\\begin{equation}\n",
    "C_{xy}  = \\frac{\\sum_{i=1}^{n} (x_i - \\overline{x})(y_i - \\overline{y})}{(n-1)}\n",
    "\\end{equation}\n",
    "\n",
    "We now have a measure that represents the manner in which variables $x$ and $y$ co-vary or vary together.  We can standardized the covariance by the product of the standard deviations of $x$ and $y$ to calculate the correlation coefficent. \n",
    "\n",
    "\\begin{equation}\n",
    "\\rho_{xy}  = \\frac{\\sum_{i=1}^{n} (x_i - \\overline{x})(y_i - \\overline{y})}{(n-1)\\sigma_x \\sigma_y}, \\, -1.0 \\le \\rho_{xy} \\le 1.0\n",
    "\\end{equation}\n",
    "\n",
    "In summary we can state that the correlation coefficient is related to the covariance as:\n",
    "\n",
    "\\begin{equation}\n",
    "\\rho_{xy}  = \\frac{C_{xy}}{\\sigma_x \\sigma_y}\n",
    "\\end{equation}\n",
    "\n",
    "The Person's correlation coefficient is quite sensitive to outliers and depature from linear behavoir (in the bivariate sense).  We have an altenrative known as the Spearman's rank correlations coefficient.   \n",
    "\n",
    "\\begin{equation}\n",
    "\\rho_{R_x R_y}  = \\frac{\\sum_{i=1}^{n} (R_{x_i} - \\overline{R_x})(R_{y_i} - \\overline{R_y})}{(n-1)\\sigma_{R_x} \\sigma_{R_y}}, \\, -1.0 \\le \\rho_{xy} \\le 1.0\n",
    "\\end{equation}\n",
    "\n",
    "The rank correlation applies the rank transform to the data prior to calculating the correlation coefficent.  To calculate the rank transform simply replace the data values with the rank $R_x = 1,\\dots,n$, where $n$ is the maximum value and $1$ is the minimum value. \n",
    "\n",
    "\\begin{equation}\n",
    "x_\\alpha, \\, \\forall \\alpha = 1,\\dots, n, \\, | \\, x_i \\ge x_j \\, \\forall \\, i \\gt j \n",
    "\\end{equation}\n",
    "\n",
    "\\begin{equation}\n",
    "R_{x_i} = i\n",
    "\\end{equation}\n",
    "\n",
    "The corelation coefficients provide useful metrics to quantify relationships between two variables at a time. We can also consider bivariate scatter plots and matrix scatter plots to visualize multivariate data. In general, current practical subsurface modeling is bivariate, two variables at a time.    \n",
    "\n",
    "#### Multivariate Statistics\n",
    "\n",
    "See lecture on Multivariate Statistics, including the concepts of joint, conditional and marginal probability.\n",
    "\n",
    "#### Objective \n",
    "\n",
    "In the PGE 383: Stochastic Subsurface Modeling class I want to provide hands-on experience with building subsurface modeling workflows. Python provides an excellent vehicle to accomplish this. I have coded a package called GeostatsPy with GSLIB: Geostatistical Library (Deutsch and Journel, 1998) functionality that provides basic building blocks for building subsurface modeling workflows. \n",
    "\n",
    "The objective is to remove the hurdles of subsurface modeling workflow construction by providing building blocks and sufficient examples. This is not a coding class per se, but we need the ability to 'script' workflows working with numerical methods.    \n",
    "\n",
    "#### Getting Started\n",
    "\n",
    "Here's the steps to get setup in Python with the GeostatsPy package:\n",
    "\n",
    "1. Install Anaconda 3 on your machine (https://www.anaconda.com/download/). \n",
    "2. From Anaconda Navigator (within Anaconda3 group), go to the environment tab, click on base (root) green arrow and open a terminal. \n",
    "3. In the terminal type: pip install geostatspy. \n",
    "4. Open Jupyter and in the top block get started by copy and pasting the code block below from this Jupyter Notebook to start using the geostatspy functionality. \n",
    "\n",
    "You will need to copy the data file to your working directory.  They are available here:\n",
    "\n",
    "* Tabular data - sample_data_MV_biased.csv at https://git.io/fhgu0.\n",
    "\n",
    "There are exampled below with these functions. You can go here to see a list of the available functions, https://git.io/fh4eX, other example workflows and source code. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geostatspy.GSLIB as GSLIB          # GSLIB utilies, visualization and wrapper\n",
    "import geostatspy.geostats as geostats    # GSLIB methods convert to Python        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will also need some standard packages. These should have been installed with Anaconda 3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np                        # ndarrys for gridded data\n",
    "import pandas as pd                       # DataFrames for tabular data\n",
    "import os                                 # set working directory, run executables\n",
    "import matplotlib.pyplot as plt           # for plotting\n",
    "from scipy import stats                   # summary statistics\n",
    "import math                               # trig etc.\n",
    "import scipy.signal as signal             # kernel for moving window calculation\n",
    "import random\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Set the working directory\n",
    "\n",
    "I always like to do this so I don't lose files and to simplify subsequent read and writes (avoid including the full address each time). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir(\"c:/PGE383\")                     # set the working directory"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Loading Tabular Data\n",
    "\n",
    "Here's the command to load our comma delimited data file in to a Pandas' DataFrame object.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('sample_data_MV_biased.csv') # load our data table (wrong name!)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizing the DataFrame would be useful and we already learned about these methods in this demo (https://git.io/fNgRW). \n",
    "\n",
    "We can preview the DataFrame by printing a slice or by utilizing the 'head' DataFrame member function (with a nice and clean format, see below). With the slice we could look at any subset of the data table and with the head command, add parameter 'n=13' to see the first 13 rows of the dataset.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Unnamed: 0      X      Y  Facies  Porosity        Perm           AI\n",
      "0           0  100.0  900.0     0.0  0.101319    1.996868  5590.417154\n",
      "1           1  100.0  800.0     1.0  0.147676   10.711789  3470.845666\n",
      "2           2  100.0  700.0     1.0  0.145912   17.818143  3586.988513\n",
      "3           3  100.0  600.0     1.0  0.186167  217.109365  3732.114787\n",
      "4           4  100.0  500.0     1.0  0.146088   16.717367  2534.551236\n"
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Facies</th>\n",
       "      <th>Porosity</th>\n",
       "      <th>Perm</th>\n",
       "      <th>AI</th>\n",
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       "      <td>600.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.164923</td>\n",
       "      <td>154.555841</td>\n",
       "      <td>2147.668805</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>13</td>\n",
       "      <td>200.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.167026</td>\n",
       "      <td>50.970899</td>\n",
       "      <td>4583.679953</td>\n",
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       "      <th>9</th>\n",
       "      <td>14</td>\n",
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       "      <td>4.061772</td>\n",
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       "      <th>11</th>\n",
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       "      <td>1.0</td>\n",
       "      <td>0.164797</td>\n",
       "      <td>497.593578</td>\n",
       "      <td>3881.489046</td>\n",
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       "      <th>12</th>\n",
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       "      <td>700.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.165155</td>\n",
       "      <td>486.504799</td>\n",
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      "text/plain": [
       "    Unnamed: 0      X      Y  Facies  Porosity        Perm           AI\n",
       "0            0  100.0  900.0     0.0  0.101319    1.996868  5590.417154\n",
       "1            1  100.0  800.0     1.0  0.147676   10.711789  3470.845666\n",
       "2            2  100.0  700.0     1.0  0.145912   17.818143  3586.988513\n",
       "3            3  100.0  600.0     1.0  0.186167  217.109365  3732.114787\n",
       "4            4  100.0  500.0     1.0  0.146088   16.717367  2534.551236\n",
       "5            9  200.0  900.0     1.0  0.129949   23.348473  4781.590782\n",
       "6           11  200.0  700.0     1.0  0.185299  595.674540  4729.017454\n",
       "7           12  200.0  600.0     1.0  0.164923  154.555841  2147.668805\n",
       "8           13  200.0  500.0     1.0  0.167026   50.970899  4583.679953\n",
       "9           14  200.0  400.0     1.0  0.125382    4.061772  4477.930200\n",
       "10          16  200.0  200.0     0.0  0.077419    1.162642  6844.535923\n",
       "11          19  300.0  800.0     1.0  0.164797  497.593578  3881.489046\n",
       "12          20  300.0  700.0     1.0  0.165155  486.504799  3726.023776"
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     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(df.iloc[0:5,:])                   # display first 4 samples in the table as a preview\n",
    "df.head(n=13)                           # we could also use this command for a table preview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Summary Statistics for Tabular Data\n",
    "\n",
    "The table includes X and Y coordinates (meters), Facies 1 and 0 (1 is sandstone and 0 interbedded sand and mudstone), Porosity (fraction), and permeability as Perm (mDarcy). \n",
    "\n",
    "There are a lot of efficient methods to calculate summary statistics from tabular data in DataFrames. The describe command provides count, mean, minimum, maximum, and quartiles all in a nice data table. We use transpose just to flip the table so that features are on the rows and the statistics are on the columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "      <td>169.058258</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>150.500000</td>\n",
       "      <td>296.000000</td>\n",
       "      <td>439.500000</td>\n",
       "      <td>586.000000</td>\n",
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       "    <tr>\n",
       "      <th>X</th>\n",
       "      <td>368.0</td>\n",
       "      <td>499.565217</td>\n",
       "      <td>289.770794</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>240.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>762.500000</td>\n",
       "      <td>990.000000</td>\n",
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       "      <th>Y</th>\n",
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       "      <td>520.644022</td>\n",
       "      <td>277.412187</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>269.000000</td>\n",
       "      <td>539.000000</td>\n",
       "      <td>769.000000</td>\n",
       "      <td>999.000000</td>\n",
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       "    <tr>\n",
       "      <th>Facies</th>\n",
       "      <td>368.0</td>\n",
       "      <td>0.597826</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "    <tr>\n",
       "      <th>Porosity</th>\n",
       "      <td>368.0</td>\n",
       "      <td>0.127026</td>\n",
       "      <td>0.030642</td>\n",
       "      <td>0.041122</td>\n",
       "      <td>0.103412</td>\n",
       "      <td>0.125842</td>\n",
       "      <td>0.148623</td>\n",
       "      <td>0.210258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Perm</th>\n",
       "      <td>368.0</td>\n",
       "      <td>85.617362</td>\n",
       "      <td>228.362654</td>\n",
       "      <td>0.094627</td>\n",
       "      <td>2.297348</td>\n",
       "      <td>10.377292</td>\n",
       "      <td>50.581288</td>\n",
       "      <td>1991.097723</td>\n",
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       "      <th>AI</th>\n",
       "      <td>368.0</td>\n",
       "      <td>4791.736646</td>\n",
       "      <td>974.560569</td>\n",
       "      <td>1981.177309</td>\n",
       "      <td>4110.728374</td>\n",
       "      <td>4713.325533</td>\n",
       "      <td>5464.043562</td>\n",
       "      <td>7561.250336</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "            count         mean         std          min          25%  \\\n",
       "Unnamed: 0  368.0   293.260870  169.058258     0.000000   150.500000   \n",
       "X           368.0   499.565217  289.770794     0.000000   240.000000   \n",
       "Y           368.0   520.644022  277.412187     9.000000   269.000000   \n",
       "Facies      368.0     0.597826    0.491004     0.000000     0.000000   \n",
       "Porosity    368.0     0.127026    0.030642     0.041122     0.103412   \n",
       "Perm        368.0    85.617362  228.362654     0.094627     2.297348   \n",
       "AI          368.0  4791.736646  974.560569  1981.177309  4110.728374   \n",
       "\n",
       "                    50%          75%          max  \n",
       "Unnamed: 0   296.000000   439.500000   586.000000  \n",
       "X            500.000000   762.500000   990.000000  \n",
       "Y            539.000000   769.000000   999.000000  \n",
       "Facies         1.000000     1.000000     1.000000  \n",
       "Porosity       0.125842     0.148623     0.210258  \n",
       "Perm          10.377292    50.581288  1991.097723  \n",
       "AI          4713.325533  5464.043562  7561.250336  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().transpose()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizing Tabular Data with Location Maps \n",
    "\n",
    "It is natural to set the x and y coordinate and feature ranges manually. e.g. do you want your color bar to go from 0.05887 to 0.24230 exactly? Also, let's pick a color map for display. I heard that plasma is known to be friendly to the color blind as the color and intensity vary together (hope I got that right, it was an interesting Twitter conversation started by Matt Hall from Agile if I recall correctly). We will assume a study area of 0 to 1,000m in x and y and omit any data outside this area."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "xmin = 0.0; xmax = 1000.0               # range of x values\n",
    "ymin = 0.0; ymax = 1000.0               # range of y values\n",
    "pormin = 0.05; pormax = 0.25;           # range of porosity values\n",
    "permmin = 0.01; permmax = 2000.0         # range of permeability values\n",
    "AImin = 2000.0; AImax = 8000.0          # range of AI values\n",
    "nx = 100; ny = 100; csize = 10.0\n",
    "cmap = plt.cm.plasma                    # color map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try out locmap. This is a reimplementation of GSLIB's locmap program that uses matplotlib. I hope you find it simpler than matplotlib, if you want to get more advanced and build custom plots lock at the source. If you improve it, send me the new code. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can populate the plotting parameters and visualize the porosity data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(221)\n",
    "GSLIB.locmap_st(df,'X','Y','Facies',xmin,xmax,ymin,ymax,0,1,'Well Data - Porosity','X(m)','Y(m)','Facies (0-shale, 1-sand)',cmap)\n",
    "\n",
    "plt.subplot(222)\n",
    "GSLIB.locmap_st(df,'X','Y','Porosity',xmin,xmax,ymin,ymax,pormin,pormax,'Well Data - Porosity','X(m)','Y(m)','Porosity (fraction)',cmap)\n",
    "\n",
    "plt.subplot(223)\n",
    "GSLIB.locmap_st(df,'X','Y','Perm',xmin,xmax,ymin,ymax,permmin,permmax,'Well Data - Permeability','X(m)','Y(m)','Permeability (md)',cmap)\n",
    "\n",
    "plt.subplot(224)\n",
    "GSLIB.locmap_st(df,'X','Y','AI',xmin,xmax,ymin,ymax,AImin,AImax,'Well Data - Acoustic Impedance','X(m)','Y(m)','Acoustic Impedance (m/s x g/cm^3)',cmap)\n",
    "\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=3.0, top=3.2, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Bivariate Analysis\n",
    "\n",
    "Let's start with some simple bivariate plotting and calculations. Firsty some scatter plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uYb2+TTCn7WsELedtpJlnFt5gvpbgpmSYYHrAa8NhiavC8hMEQ0dvIEgwBEGinSeAATMbSt5vuO9YWI+twL9leywiIjmi7+4Ec3zuz+YtBMnOThDMx/6gu98bPncz8ER4rH8DvNmDufhnCRIV/iA8hutn2fcXCBK0ZZKH5U7gRhIayQmuz0cI7hEGCK7r7wJYsJLLbLlhbgP+0YO14gfiPwQJFW+1YM74bwOPETQ+RAj+Hla5+5MEI9L+Lnzf1wGvc/dz4b7fE5bFp3MkjkRoB+4jaCx/APh7d/9u+NyfAb8fnq/fTlHntxHM0T9IkADvOSsI5NBegr/dbwN/4e7fCsv/huBv9VtmNk6QSK8TwIM8PL9KcH36Cf62jyXsc95/w+7+LwR/T18KX38XUJ/BvaIUWDwzpIhI0TKz/wa+5O6fKXRdipWZ/SFwubv//Jwbi4jIihP2Ov8zsCXsJZcCsiDZ7tNAqQfJE0UWZHWhKyAikk44xOsagjmTkoIF69r+Is9mThYREZkWDmN/D/AZBfUiy5OG4otI0TKzLxAMo/uNpCzBEjKzdxEktPmmu39vru1FRGRlCXMXjBIkZ/3rAldHRPJEQ/FFREREREREljD12IuIiIiIiIgsYct2jn1jY6Nv2bKl0NUQERHJyr59+4bcvanQ9VhudF8gIiJLUab3Bcs2sN+yZQvd3d2FroaIiEhWzKy30HVYjnRfICIiS1Gm9wUaii8iIiIiIiKyhCmwFxEREREREVnCFNiLiIiIiIiILGEK7EVERERERESWMAX2IiIiIiIiIkuYAnsRERERERGRJUyBvYiIiIiIiMgSpsBeREREREREZAlTYC8iIiIiIiKyhCmwFxEREREREVnC8hbYm1mrmX3HzA6Y2RNm9p6wvN7M7jWznvDfurDczOxvzeyQmf3YzK5J2Ndt4fY9ZnZbvuosIiIiIiIistSszuO+LwC/5e4Pm1k1sM/M7gXeAXzb3T9iZu8H3g+8D3g10B7+dAKfBDrNrB74INABeLifPe4+kse6i4jIChSJRBjo6SE2Okp5bS3N7e3U19cXuloiUuT02SEihZa3Hnt373f3h8Pfx4EDwEbg9cAXws2+ALwh/P31wBc98CBQa2YtwKuAe909Egbz9wI356veIiKyMkUiEU50ddE6Ock1DQ20Tk5yoquLSCRS6KqJSBHTZ4eIFINFmWNvZluAq4EuYL2790MQ/APrws02An0JLzsWls1Wnup9bjezbjPrHhwczOUhiIjIMjfQ08PmykqqKysxM6orK9lcWclAT0+hqyYiRUyfHSJSDPIe2JtZFfA14Dfc/XS6TVOUeZry5xa6f9rdO9y9o6mpKfvKiojIihUbHaWqomJGWVVFBbHR0QLVSESWAn12iEgxyGtgb2alBEH9He7+b2HxyXCIPeG/p8LyY0BrwssvBU6kKRcREcmZ8tpazpw9O6PszNmzlNfWFqhGIrIU6LNDRIpBPrPiG/BZ4IC7/2XCU3uAeGb724C7E8rfHmbHvx4YC4fq3wO80szqwgz6rwzLREREcqa5vZ3eaJTxaBR3ZzwapTcapbm9vdBVE5Eips8OESkG+cyK/2LgbcBjZvZoWPa7wEeAr5rZLwJHgZ8Nn/sG8BrgEHAW+AUAd4+Y2R8DD4XbfcjdlY1ERERyqr6+Hjo76evpITY8THltLRt27VJma5EiUayZ5/XZISLFwNxTTldf8jo6Ory7u7vQ1RAREcmKme1z945C12O50X3B0hbPPL+5spKqigrOnD1LbzTKhs5OBdAisqxlel+wKFnxRURERETmS5nnRUTSy+dQfBERERGRBYuNjlLV0DCjrKqigtjwcIFqtDDFOq1ARJYuBfYiIiIiUtTimeerKyuny5ZK5vnkIL6ssZHYU08F0woaGoJpBV1doGkFIrIAGoovIiIiIkVtqWaej+cGaJ2c5JqGBlonJzm4Zw/VU1OaViAiOaUeexEREREpasWSeT7bIfSJuQEAqisrWT81xZmhIWhpmd5uKU8rEJHioMBeRERERIpefX099Z2dBXv/GZn5MxxCnyo3QF1jIyeGhmaULZVpBSJSvBTYi4iIiIjMIVXve/Xp09x/1120bNyYsgc/VW6AssZGRkZGGI9GZy7dt2vXoh+TiCwfmmMvIiIiIjKH2OgoVRUV048jY2OcPnyY5khkev78ia4uIpHI9DapcgOMlpSw85Zb6Csr4+HhYfrKytigxHkiskDqsRcRERERmUNy7/tAXx9Nq1Zxtqnp2SR4QF9Pz/SUgbS5AdraCng0IrLcKLAXEREREZlDc3s7vV1dbCZIdjc8OEhpaSnrWlunt0mVBK/QuQFEZGVQYC8iIiIiMofk3vex+nq2rltHTU3N9DZKgicihaLAXkRERPLGzG4G/gYoAT7j7h9Jev69wC8BF4BB4J3u3hs+dxvw++GmH3b3L4Tlu4HPA+XAN4D3uLvn/2hkJZltabt473s8S36NkuCJSBFQ8jwRERHJCzMrAT4BvBq4EniLmV2ZtNkjQIe7Px/4V+D/hq+tBz4IdALXAR80s7rwNZ8Ebgfaw5+b83wossLEg/bWyclZE+PV19ezobNTSfBEpCiox15ERETy5TrgkLsfATCzLwOvB/bHN3D37yRs/yDw8+HvrwLudfdI+Np7gZvN7LvAWnd/ICz/IvAG4Jv5PRRZSVItbZecGA80f15Eiod67EVERCRfNgJ9CY+PhWWz+UWeDdBne+3G8Pc592lmt5tZt5l1Dw4OZll1WcmSl7aDMDHe6GiBaiQikp4CexEREckXS1GWci68mf080AF8dI7XZrxPd/+0u3e4e0dTU1MG1RUJxJe2S6TEeCJSzBTYi4iISL4cA1oTHl8KnEjeyMxuBH4PuMXdJ+d47bHw97T7FFmI5vZ2eqNRxqNR3J3xaJTeaJTm9vZCV01EJCUF9iIiIpIvDwHtZrbVzC4B3gzsSdzAzK4G/oEgqD+V8NQ9wCvNrC5MmvdK4B537wfGzex6MzPg7cDdi3EwsnIoMZ6ILDVKniciIivObMtYSW65+wUz+zWCIL0E+Jy7P2FmHwK63X0PwdD7KuBfgjido+5+i7tHzOyPCRoHAD4UT6QH/ArPLnf3TZQ4T/JAifFEZClRYC8iIitKfBmrzZWVVDU0BGtPd3WBeuPywt2/QbDWfGLZHyb8fmOa134O+FyK8m5Ai4WLiIiENBRfRERWlMRlrMwsWMaqspKBnp5CV01ERERkXhTYi4jIiqJlrERERGS5UWAvIiIripaxEhERkeVGgb2IiKwoWsZKRERElhslzxMRkRWlvr4eOjvp6+khNjxMeW0tG3btUuI8ERERWbIU2IuIyIqjZaxEZLFoeU0RWQwaii8iIiIikgfx5TVbJye5pqGB1slJTnR1EYlECl01EVlmFNiLiIiIiOSBltcUkcWiwF5EREREJA+0vKaILBYF9iIiIiIieaDlNUVkseQtsDezz5nZKTN7PKHsK2b2aPjzjJk9GpZvMbNYwnOfSnjNbjN7zMwOmdnfmpnlq84iIiIiIrmi5TVFZLHkMyv+54GPA1+MF7j7z8V/N7OPAWMJ2x9296tS7OeTwO3Ag8A3gJuBb+ahviIiIiIiOaPlNUVkseQtsHf375nZllTPhb3ubwJekW4fZtYCrHX3B8LHXwTegAJ7EREREVkCtLymiCyGQs2xfylw0t0TU4JuNbNHzGyvmb00LNsIHEvY5lhYlpKZ3W5m3WbWPTg4mPtai4iIiIiIiBSZQgX2bwHuTHjcD2xy96uB9wJfMrO1QKr59D7bTt390+7e4e4dTU1NOa2wiIiIiIiISDHK5xz7lMxsNfDTwO54mbtPApPh7/vM7DBwOUEP/aUJL78UOLF4tRUREREREREpboXosb8ROOju00PszazJzErC37cB7cARd+8Hxs3s+nBe/tuBuwtQZxEREREREZGilLceezO7E3g50Ghmx4APuvtngTczcxg+wMuAD5nZBWAKeLe7R8LnfoUgw345QdI8Jc4TERERkbyKRCIM9PQQGx2lvLaW5vZ2ZbMXkaKVz6z4b5ml/B0pyr4GfG2W7buBXTmtnIiIiIjILCKRCCe6uthcWUlVQwNnzp6lt6sLOjtXfHCvBg+R4lSo5HkiIiIiIkVpoKeHzZWVVFdWYmZUV1ayubKSgZ6euV+8jMUbPFonJ7mmoYHWyUlOdHURiUTmfrGI5NWiJ88TERERESlmsdFRqhoaZpRVVVQQGx4uUI2KQ2KDBxA0eAB9PT3Ud3amfa16+kXySz32IiIiIiIJymtrOXP27IyyM2fPUl5bW6AaFYfY6ChVFRUzyqoqKoiNjqZ9nXr6RfJPgb2IiIiISILm9nZ6o1HGo1HcnfFolN5olOb29kJXraDm2+ChqQ0i+aeh+CIisuJpiKiIJKqvr4fOTvp6eogND1NeW8uGXbtW/OdCc3s7vV1dbCboqT9z9iy90SgbdqXPc53vqQ2HDx/mwN69jPf3U93Swo4bbqCtrS0n+xZZKhTYi4jIiqbs1yKSSn19/Zzzxlea+TZ4xHv643PzIXdTGw4fPsyBO+6go66Oda2tnBobo/uOO+DWWxXcy4qiwF5ERFa0hSSDEhFZaebT4DHfnv5MHNi7l466Oprr6oL3qqujA+jeu1eBvawommMvIiIr2nyTQYmISGbq6+vZ0NlJX1kZDw8P01dWxoYcjYoa7+9nXU3NjLJ1NTWM9/cveN8iS4l67EVEZEXL5xBREZFCKqb8Ifma2lDd0sKpsbHpHnuAU2NjVLe05Py9RIqZeuxFRGRFU/ZrEVmOVsoScztuuIHukREGRka4ePEiAyMjdI+MsOOGGwpdNZFFpR57ERFZ0ZT9WkSWo/nmDymmXv5MtLW1wa230r13L+N9fUFW/Ne8RvPrZcVRYC8iIiuesl+LyHIznyXmluoqIW1tbQrkZcVTYC8iIiKSoaXWmykr13zyh2iVEJGlS4G9iIiISAaWam+m5E+hG3rSvf98lpibTy+/iBQHJc8TERERyUBib6aZBb2ZlZUM9PQUumpSAIVOTjfX+89nibl4L38irRIisjSox15EREQkA+rNlESFHraeyftnmz9kPr38IlIcFNiLiIiIZGA+c5alsPI5VL7QDT3zTY6X7nxolRCRpUuBvYiIiEgG1Ju5tOQ7J0KhG3qyff9Mz4dWCRFZmjTHXkRERPLGzG42syfN7JCZvT/F8y8zs4fN7IKZvTGh/CfM7NGEnwkze0P43OfN7OmE565ajGOZz5xlKZx850Robm+nNxplPBrF3RmPRumNRmlub8/J/nP9/soRIbK8qcdeRERE8sLMSoBPADcBx4CHzGyPu+9P2Owo8A7gtxNf6+7fAa4K91MPHAK+lbDJ/3b3f81f7VNTb+bSke+h8oUetp7t+xd66sByVeiVEUTiFNiLiIhIvlwHHHL3IwBm9mXg9cB0YO/uz4TPXUyznzcC33T3s2m2EZlhPkPVEwO0ssZGJoeG0gZshW7oyeb9czF1QEHsTFoCU4qJhuKLiIhIvmwE+hIeHwvLsvVm4M6ksj8xsx+b2V+ZWVmqF5nZ7WbWbWbdg4OD83hbWcqyGaqevHTc2sFBDtxxB5WDgwVZyi4fFjp1oNDL+2UrEomwv6uLfffcw/481VPTG6SYKLAXERGRfLEUZZ7VDsxagOcB9yQUfwDYDlwL1APvS/Vad/+0u3e4e0dTU1M2byvLQDY5EZIDtHPDw3TU1REdHi7agC3bwHWhOSKWUhC7WI0QsdFRqioqZpRVVVQQGx3N6fuIZEJD8UVERCRfjgGtCY8vBU5kuY83Af/u7ufjBe7eH/46aWb/SNL8fJG4TIeqJ88/nxwfZ0tNDcdPn54uK6b56PMdAr6QqQNLaY5+YiMEEDRCAH09PTmdOlHolRFEEimwFxERkXx5CGg3s63AcYIh9W/Nch9vIeihn2ZmLe7eb2YGvAF4PBeVlcJZyNztXMz7Tg7QyqqrOTU2RvnatdPbZDM/P99zz1MFrn78OP/ysY+xtqKC6pYWdtxwA21tbTl7z6UUxC5WI4SWwJRioqH4IiIikhfufgH4NYJh9AeAr7r7E2b2ITO7BcDMrjVro4jwAAAgAElEQVSzY8DPAv9gZk/EX29mWwh6/Pcm7foOM3sMeAxoBD6c72OR/FnIsOlcDblOnn9+SUMD3SMjVDY0ZD0/fzHmnicPAX+mr48T3/0uO0dG+LnWVjqiUQ7ccQeHDx/O2XsWenm/bMQbIRLloxFCS2BKMTH3rKa6LRkdHR3e3d1d6GqIiIhkxcz2uXtHoeux3Oi+oHjtD4PixJ7g8WiUvrIyrpxj2PRCXptsPlnxc12HTCW/57fuvpvLx8a4WF/PtrCXfmBkhO7KSl77zndmvf9IJMLB7m76DxzAgJYrr+SK3buD/S6BrPgzpiok9qQr6JYlKNP7Ag3FFxEREZGCWciw6VwOuU45/zyDoeyFmHuePAR8uL+fc2vXsn79+ult1tXUMN7XN/tOZhGJRDhw332UPvMMN9XWsgo49MgjHIxE2H7TTXlrrMil+vp66Oykr6eH2PAw5bW1bNi1S0G9LGsK7EVERESkYBYyd7sY5n0Xog7Jgevpdeuw6mpqqqqmtzk1NkZ1S0vW+x7o6eGSSITtdXVUl5cD0G7G4ZERBhKSzxX7mvYLSRQoshQpsBcRERGRgsk2AVliQDlpxujICM9raSlY8rJCJVBLDFxrL7uMA3fcAceOYbEYA4ODHDh/nmve/e6s9xsbHcXOn6cqoaGiYs0aVo+OTi/jNt+s/CKSP3lLnmdmnzOzU2b2eELZH5nZcTN7NPx5TcJzHzCzQ2b2pJm9KqH85rDskJm9P1/1FREREZHFl00CsuREdc9bswY34/HJyYIlL8tFArVs16RP1tbWRstP/RTfGRjgoRMnONvQwPWveAVlp05lva/y2lq8tJQzExPTZWcnJrhQWjo9CmEprWkvslLks8f+88DHgS8mlf+Vu/9FYoGZXUmwBM5OYANwn5ldHj79CeAmgrVwHzKzPe6+P4/1FhEREZF5ms8Q7UyHTada5u35zc15TVSXyfHMVf90+8hV73f5hQu85ad/+rlJ/LJcu725vZ0Dvb0ceOYZtrsHc+xHRzm7eTPbwwz4S2lNe5GVIm899u7+PSDTJsLXA19290l3fxo4BFwX/hxy9yPufg74critiIiIiBSZfC/9lrzMG4QBZThEPNdycTxz7SNXvd+5Ojf19fXsuPFGLlx1FffGYnwrFiN29dVsv+mm6YaGxVpOTkQyV4g59r9mZm8HuoHfcvcRYCPwYMI2x8IygL6k8lmbHM3sduB2gE2bNuWyziIiIiIyh1Q96psh617j2Sx2orpcHM9c+8hV7/dCz03yqILtHR286JWvTLltofIKiMjs8tZjP4tPAm3AVUA/8LGw3FJs62nKU3L3T7t7h7t3NDU1LbSuIiIiIpKFfPeoN7e30xuNMh6N4u6MR6P0RqM0h0PEcy0XxzPXPnLV+72Qc5PtyIRc5BUQkdxa1B57dz8Z/93M/h/w9fDhMaA1YdNLgRPh77OVi4iIiEgRyXeP+mKvT56L45lrH7nq/V7IuZnPyAQtJydSXBY1sDezFnfvDx/+LyCeMX8P8CUz+0uC5HntwA8JeuzbzWwrcJwgwd5bF7POIiIiIpKZxRiivZgBZS6OZ6595LKxYr7nRsnwRJa+vAX2ZnYn8HKg0cyOAR8EXm5mVxEMp38G+GUAd3/CzL4K7AcuAL/q7lPhfn4NuAcoAT7n7k/kq84iIiIiuTKf7PBL3WL3qOdL4rWbLCnh8clJLonFUh7PXNc5k3NS6N7vxc5dICK5Z+6zTllf0jo6Ory7u7vQ1RAREcmKme1z945C12O5Wez7ghlLmCX20moectHL5totl+u8XI5DZDnK9L5gsZPniYiIiCx7uVrCTBZfNtduuVzn5GR4j01MML56NU8/9BD7c7hcoYjkTyGWuxMRERFZ1jRnOf/yNdUhm2u3nK5zfDpAyt77ri5Q771IUVNgLyIiIpJjmrOcXzOCz4aGnAaf2Vy7XF3nbBop8p27IVWG/NrTp7n/rrto2bhxxeSLEFlqNBRfREREJMcWe731lSafQ+CzuXa5uM7ZrCGf7bb7u7rYd889WQ2nj42OUlVRMf14bGyM2OHD1EQiGa1xLyKFocBeREREJMeS5yz3lZUpEVkOJQefEA6BHx1d8L6zuXa5uM5zNVIkBuj333UX1VNTczZoZNMAkCw+CiFuuK+P6lWraGhqWtJ5BESWOw3FFxEREcmDQi9htpzle6pDNtduodc53Tz95CkH+x57jNPj40QqKqivqZmxbaJUw+k3A309PXPWtbm9nd6uLjaH+44MDhItLWVja+tz6icixUM99iIiIiKypCynqQ7JPeTwbCNFcm9+fVMTTatWMdDX95xtEy1kREPyKISB+nrWtrVNNyTM9p4iUljqsRcRERGRJaW+vh46O+nr6SE2PEx5bS0bdu2a91SHfCekSye5h3x6Dfldu3j6oYdm9OY3tLZy6rHHGB4cZHh0lCM9PRwdGmJDmM0+XueFjmhIHIUQHzUwHo0+p34iUjwU2IuIiIjIkpNuCHy2WebzlWE/E+kaKQaSAvSamhrG29o4fuQIg/ffz2VNTfzkC19ISWnpjDqnayzIZf0WqpANKiLLjQJ7EREREVk2sg3UFzIfPVf1nS24bW5v57F776VqZITV589zobSUM3V1bNq+neetWTOjRz6xzrkOxvORL6LQDSoiy40CexERERGZYSn3pGYbqKdLXjeXhZ6n5OD26MAA/3P//VRfeinrN22irLERN2MSOAc44GacGxujKul9kutc7MkbC92gIrLcKLAXERERkWlLvSc120B9vvPRszlPszUAJAa3kbExxo8c4brVq4lGo6ybnOR7e/awq72dzW1t0/saj0bZe+hQXlcFyIW5Gj0W0qAiIs+lrPgiIiIiMm2uddWLXbos86nMN8N+pucp3ZryidnrB/r62FxezvraWs6dOUN1ZSXrp6Y4MzQ0Y39VFRVUrF1b1KsCpDvmuGyvk4ikpx57EREREZm2mD2p+Rjyn23iuPnOR8/0PKUbcp44WiA2Pk5VTQ1nJyYoq64GoK6xkRNJgf2Zs2dpbm2lub19zjoXakpFJsPsF5rgbylPFxHJBwX2IiIiIstELoKdhS6Vlk1d8zHkfz6B+nzmo2d6ntI1AGy99trp4HZNVRUnR0c5405TOPS+rLGRkZGRlEvNzbUqwMHubga6urisqYm29nZKJicXbUpFJo0eC0nwt9Sni4jkgwJ7ERERkWUgV8FOLpdKSyefydMWI3FcpucpXQNAYnB7sqqKZ0ZGeEF7O2vXrmU8GmW0pISdt9xC39DQrMFvcmNOWWMjsaeeorS3lxvXr6fEjP4nnqBp1y42V1YuSnK6TBs95nudlHhP5LkU2IuIiIgsA7kKdvK5bnmixRjyn8/h2pmep7kaAOLB7ZWdndP1PZm8v4TkecnHl9yYE0+4N3nhAtU1NZgZLcDJvj627ty5KMnp8t04pMR7Is+lwF5ERERkGchlsLMYPd75HvK/GMO1MzlP2TSUZHveUzXmxBPulVdXc2ZigurycirWrGFybGzRktPlu3FosaaLiCwlCuxFREREloGlFuzMp1c3mx74Qg7XTlXPK3P4nvH9/+i++4jV1HCB4Ka+vLoaW7OGyNAQO6+5ht7HH2czYO6cX706p+d3LvlsHFqs6SIiS4mWuxMRERFZBua7bFuh1NfXs6Gzk76yMh4eHqavrIwNaXrTM1lCLVHiUnJxVRUVxEZHc34sC6nnQva/uaaG6OOPs7anh/aSElrPneP00BBHJyYoXb2alp07OTg1xT2nThFta8vp+S2kbP92RFYC9diLiIiILAOLNTc+l7Lp1c22B75QIxjyPVIgcf8GrC0ro+mSSxg7eZL6jRupq6jgfFsbfWVlxGIxKq++mp/IoOd9qSWkW4zpIqBl9WTpUGAvIiIiskwsVrBTCNnmECjUOum5zHWQqg6J+78E2LJ9O8MnT9Jz6hSXb93Klt27mbpwIeuh/0s1IV0+A28tqydLiQJ7ERERESl62fbAF2qd9FyNFJitDpMlJdP7L6+upuTcOZo3bsS2bmXbrl2MR6OUV1Wl3W+qQHip5WiIRCIc7O5moKuLy5qaaGtvp2RyMqeB91IbxSArmwJ7ERERESl68+mBL8Q66blK7DZbHR6fnKQ3GmUzsP7SSzmwb1/Qc79793RehQ27dqUM4IFZGyxynZBuMXrSS3t7uXH9ekrM6H/iCZp27WJzZWXOAu+lOopBViYF9iIiIiJS9BYzh8BCArpc1XO2OlwSiwWJ43p6iMViXLjqKqbMOHzhAuVVVdOBeKoAfnz1anbN0mBxZWdnzs7v4cOHObhnD+unpqhrbKTs/HlORCI570l/6sIFqmtqMDNagJN9fWzduTNngfdSG8UgK5sCexERERFZEhYrh8BCA7pc1DNdHWbbf7yX/OCDD9JaVsb5yy/HzKYD+HsfeYTrX/ziGa9JbLDIRb0jkQhP7NnDdatXs76xkbMTE/QfOULttm0MZNCTnklPf7zRo7y6mjMTE1SXl1OxZg2TY2M5Dby1rJ4sJVruTkRERPLGzG42syfN7JCZvT/F8y8zs4fN7IKZvTHpuSkzezT82ZNQvtXMusysx8y+YmaXLMaxyMpRDEsHZluHSCTCwXvv5cIjj1B+8CCX9PZysKuLyNgYEASmTtA4kCjXPdADPT3UTU2xvrYWM6OyvJyW8nImh4bmXGow0yX34o0eza2t9MZijMdiRGMxzq9endPrpGX1ZClRj72IiIjkhZmVAJ8AbgKOAQ+Z2R5335+w2VHgHcBvp9hFzN2vSlH+58BfufuXzexTwC8Cn8xp5WVFy/Ww//nMN8+0DvF9d3/72zSdOMHWyy6jbv16yqNRjg0M8OT+/Vxx5ZUcfuopzkSjfG/fPl7Q3s7G5ua89EDHRkepb2yc7kkHqFizhpGTJ6nYsSPtazPNbTDdk15ZScvOnRzs6eHo0BAbOju5YvfunAbey3mlCVleFNiLiIhIvlwHHHL3IwBm9mXg9cB0YO/uz4TPXcxkh2ZmwCuAt4ZFXwD+CAX2wvwTts32ulwEdAvJsD9XHRL3fXh4mI41axg7fpyK5mZi0SgbS0v55v79nBka4szgIFtaWzl/8SLf/9GPaI7FWL9pU87zFJTX1lJ5/jy9R44EQ9jXrOHk6CgnS0p44Rw96ZnmNpjR6BGLUXn11fzEHNda69HLcqfAXkRERPJlI9CX8PgYkE2ktMbMuoELwEfc/S6gARh19wsJ+9yY6sVmdjtwO8CmTZuyrLosNfMNoPO9Vnk+l0xL3PcqM8rKymgx4+SZMzS1tXGst5fHenupXbWKzvZ2WhoaODMxwYGpKS7U1My51v18guHm9nZORCJUb9vG0aEhIidPMlJSws5bbsnpUoHZNLxoPXpZCTKaY29mdWa208y2mZnm5YuIiEgmLEWZZ/H6Te7eQdA7/9dm1pbNPt390+7e4e4dTU1NWbytLEUDPT3UTk0x+PTTHHzwQQaffpraqSkGenrmfF08OJ5ONFdZOefrMhUbHaWqomJGWVVFxZzzzbPdd8vWrTw5Ps6UOxNnzkBJCeN1dTRu2sTLn/98NjQ2BsdXXs722lr6DxxIu+9M57sni89LjzY1MdHSQsNLX8pLbruNtra2OY8nX7kN8n2NRYrBrD32ZlYD/CrwFuASYBBYA6w3sweBv3f376R5/eeA1wKn3H1XWPZR4HXAOeAw8AvuPmpmW4ADwJPhyx9093eHr9kNfB4oB74BvMfds7kpEBERkcI4BrQmPL4UOJHpi939RPjvETP7LnA18DWg1sxWh732We1TFq5YhzSfPHqU0hMn2FBRQUVNDWcnJjhx+DAnY7G0PdP5Xqs8n0umJe67bccOek6f5tGhIQaB6NQU57dsoeX8+ef05K0idQtZooWMNJjvNIZM8grM5+9P69HLSpCu9/1fCYbPvdTdr3D3l4St3q3AR4DXm9kvpnn954Gbk8ruBXa5+/OBp4APJDx32N2vCn/enVD+SYJhdO3hT/I+RUREJI/MrMPMftPMPmpmHzKzN5lZJpHcQ0B7mMX+EuDNwJ45XhN/zzozKwt/bwReDOwPG/e/A8Qz6N8G3J3tMcn8zLcXdzFEx8epXrWKyvLy6Wzs1atWER0fT/u6eHCcKOdLpuUpw37ivteuXUvz857H+KWXUvfCF1J59dXsuPFG2q+7jkOjo0RjMdydaCzGodFRWq68Mu2+8znSIJ36+nqu7Oxk96texZVJQ+Xn+/eX72ssUgxm7bF395vSPLcP2Jdux+7+vbAnPrHsWwkPH+TZL+WUzKwFWOvuD4SPvwi8AfhmuteJiIjIwpnZO4BfB54m+N5/kmD03kuA95nZ48AfuPvRVK939wtm9mvAPUAJ8Dl3f8LMPgR0u/seM7sW+HegDnidmf0fd98J7AD+IUyqt4pgjn086d77gC+b2YeBR4DP5uP4l5rF6EnP53zxhapYu5bB8XEqYzGq1qzhzMQEgxcvUrF27Yztks9TWWMjvU89ldVa5dmc61xn2E+776YmXviiF83Y9xW7d3MwEuHwyAirR0e5UFrK2c2b2b57d9p953OkwXzN9+8vl+vRF+uIFZG0yfPMbDXwamB7WHQA+K+EhDUL8U7gKwmPt5rZI8Bp4Pfd/fsEyXCOJWwza4KcsL5KkiMiIpI7lcCL3T2W6kkzu4pgNF3KwB7A3b9BMJUusewPE35/iGA4ffLr7geeN8s+jxBk3JfQYiUHK+Yhzc2trVSuWUPf8DCxsTHKq6tZ29JCSUJ+hZTn6amnKL/8cvqGhjIKvOdzrvO5ZNpc+66vr2f7TTfNCEa3Z5gEL1fBcK7M9+8vV40rSsInxSzdHPsNBEPd+glaw41gzvzHzOwn4vPe5sPMfo8gw+0dYVE/QYKc4XBO/V1mtpMsk+64+6eBTwN0dHRoHr6IiMgCuPsn5nj+0cWqi6S3WD3pxdiLGxfPxr5569aZgWjCkPdZz9PQ0JwZ4ufcRxGMWkiW3Lu89dprMw5AMw2GF7MHeyF/f7loXFlK115WnnQ99n8KfNLd/zqx0Mx+HfgzgjltWTOz2wgaCH4yngTP3SeByfD3fWZ2GLicoIc+sRVfCXJEREQWmZk1Ae8CtpBw7+Du7yxUnWSmxepJn6sXt5DDlOOB6A/++7859IMfMBWLsX7nTsovv3y6Drk4T6n2MXX+PAcfeaRohmdHIhGe3LePE11dbGpsZFt7O2cGB/mf+++n+tJLWb9pU0Z1nCsYXuwe7EKPIijmESsi6QL76939HcmF7v63ZvZkiu3nZGY3E8yLu8HdzyaUNwERd58ys20Ew/qOuHvEzMbN7HqgC3g78HfzeW8RERGZt7uB7wP3AVMFrouksFg96el6cYthmPLIyAgX9u/njdu2sa6mhlNjY3TfcQfceittbW05OU/J+xgbG+OZffuoKymhtr+fkcce44H772f7LbdktMRbrsWvQ2VvL69atw4347Ef/hAHrquqIhqNsm5y8jnXJlXugcmhobSNFYvdg53PfAWZKOYRKyLpsuKnnE8XOpvmOQDM7E7gAeAKMzsWZtD/OFAN3Gtmj5rZp8LNXwb82Mx+RJCN/93uHk9v+SvAZ4BDBEvkKXGeiIjI4qpw9/e5+1fd/Wvxn0JXSp6Vz8zryWbLWl4Ma4Uf2LuXjro6muvqWLVqFc11dXTU1XFg714gN+cpeR+9Tz3FyNmzVJ87R/P58+xev57dq1fzxJ49BVktIH4dSi9cCFYGKC+nanycS06fZn1tLefOnHnOtUnONl85OMiBO+5g7eBg2uzzhcicny5rfr4t5v8zkWyl67GvMbOfTlFuwNoU5TO4+1tSFKfMWhveHKS8QXD3bqBwWTpERGTRKetw0fm6mb0mTIQnRajQPZlQHMOUx/v7WdfaOqNsXU0N4319QG7OU/I+npmcZEtjI9vLyqgsLwdgfW0tdSdPMlCAudfx61BWXc3ZiQkqy8tZff4854CzExOUVVcDz16bSCTC/XfdRU0kwqqmJppbW4kOD9NRV8fZ4WGspWXWnvj59mAv1c/4Yvh/JjKbdIH9XuB1szz3vTzURUREpCiG88pzvAf4XTM7B5wPy9zd52zol8WTz8zrmSiGYcrVLS2cGhujua5uuuzU2BjVLS3Tj3NxnhL3UV5by9nvf5+Kmprp589MTFDf2Jj3Nd9TiV+HhtZW+h9/nBbg/OrVnD13jv5YjKZwesCZs2c5t2oVJ7q6aI5EuGbdOqKTk/Q+/jiDsRjbW1p48vTp6f2maqSZz5z3uT7j5zMlYDEV+v+ZyGxmHYrv7r+Q7mcxKykiIitHMQznlZncvdrdV7n7mvD3agX1kqwYhinvuOEGukdGGBgZ4eLFiwyMjPCd48e5pKaGfffcw/4Uw8kXqrm9nZMlJZwcHQ2OOxajNxajqrGxIHOv49dh1erVNO7cyeGpKR4z40RdHWu2bWPt2rXT18bd2VxZSX1TE7HJSarLy9lcXk40GuXU2Nh07z6kbqSpr69nQ2cnfWVlPDw8TF9ZGRvmaIRN9xmfPCVgbTgloHKOKQEiMsc69gBmVkuQtG4LMzPh/nr+qiUiIitVMQznlecys1sIcuIAfNfdv17I+kjxKYZhym1tbXDrrXTv3RsMv6+upqG9nRc2NT3bo5zjEUD19fVsv+UWfrhnD3UnT1Lf2Eh1SwvjJSUzltpLlM+h6DOuQyxG+dVX85o3vQkIguqTCddm8qGHqKqo4GJC776fP89gfz93P/00z7vqKupHRykpLZ21Jz7bHux0n/HJyfjOhVMCInNMCRCRDAJ74BvAg8BjwMX8VkdERFa6YhjOKzOZ2UeAa4E7wqL3mNlL3P39BayWFKFiGKbc1tY2nY1+f9j7m++s7W1tbdTddtt0sG61tWyYJVg/fPgwT+zZQ93UFPWNjVSeP8+JSCTnjQ2pji+5bCD8vK2pqYFduzh84AC9Dz9MdWMjV11/PSMnT/LtBx5gQ2cnV+Sofuk+45OD/snxcbbU1HB8jikBIpJZYL/G3d+b95qIiIhQ+HWKJaXXAFe5+0UAM/sC8AigwF6K2mKOAMqkUSMSiXBwzx6uW72a9Y2NnJmYoPfIEaq3bStIor3Ez9u1a9dCSQnrr7iCyzo6qK+pgU2b2B6N0ldWlrNGh3Sf8QM9PTOC/rLqak6NjVG+9tmZP2roFUktk8D+n8zsXcDXgcl4YcJydCIiIjlTDMN5JaVaIP7dX5NuQ5FiUWwjgAZ6elg/NcX6xsZgfnl5OZuBo0NDTJSW5u19Zxv6H/+8fXzfPvofeYTeAwfoTGpETW4IOXz4MAf27mW8v5/qlhZ23HDD9AiJTOswWVLC45OTXBKLzfyMTwr6L2looLu3l+dt3Yq7q6FXJI1MAvtzwEeB3wM8LHNgW74qJSIiK1sxDOeVGf4MeMTMvkOw7O3LgA8UtkqSb0t1SbJExTYCKDY6Sl1j4/QydABVa9YQOXmShh070r52vtcjk5VGqi9cYNfVV3OqpobK8XFOPP447NpFfU0NZ86eZdKM/V1d9Ozfz6n77+flbW20tbZyamyM7jvugFtvTRvcp6xDNPqcRHvPadhtamLHrbcSHRriYTX0iqSVSWD/XuAydx/Kd2VERESk+Lj7nWb2XYJ59ga8z90HClsryad8LTsZD04H+vo4e/o0ldXVrN+0KW+NBsU2Aqi8tpay8+fpP3KEFqBizRpOjo4yUlLCzoREe6mWfIs99dS8rkdyQrrkPAOJz1/ctInBxx+n0Yz+o0cp3baNHw8MYO60rlnDsSNHuKmiggvDw4zX1tJcV0cH0L13b9rAfq46JErZsJvBiACRlS6TwP4J4Gy+KyIiIiLFxcy2u/tBM7smLDoW/rvBzDa4+8OFqpvkVzaBWKbijQXVU1M0HT9O06pVjI+PU15entPkcbM1Hmy99tpFDehT9bA3t7dzIhKhdts2BoaGGDl5kpMlJey85ZbpuqVqVPnenj3sam+f1/WYK89A4vPxJHpDR4/y4+PHsR07WFVXx66yMqorK4kOD7Np/Xpi589z8uRJaqqqWFdTE6xAsIA6iMjCZRLYTwGPhsPvEufYa7k7ERGR5e29wO3Ax1I858ArFrc6sljyEYjFGwv6nn6aLRUVVJeXUx2LcXJ4mM1bt+YkU/1sjQcXpqZ44P77KW9tpbm1Ne/TCmYb8bChs5MNYS95rLSUih07eGFSXVI1qqyfmuLM0BC0tExvl+n1mCvPQPLzNTU1rNq2jRfs2MGVnZ3su+ceqioqAKhsbGTozBmaqquZPHMGgFNjY1Qn1Gs+dSikpTDlZCnUUQovk8D+rvBHREREVhB3vz389dXuPpH4nJmtKUCVZJHkIxCLNxbExsepqgnyL1asWcPk2FjOem9TNR740BCHfvhDdm/dyvCZM7ROTuZ0WkGqYCvdiIcrOztTNmDE9/ej++6jbONGLm7aFPSgA3WNjZwYCmbFRsbGGOjrY3hwkLH6eiKRSNrjaG5v58f33cclkQh2/jxeWsq5+np23Hjj9PPp8hAk/i1cfs01PPJf/8UV585RWlvLwMgI3SMj7HjNa9Keq2LLdRCXryknubQU6ijFYc7A3t2/sBgVERERkaJ1P3BNBmWyTOQjEIsHiOXV1ZyZmKC6vJyzExOUVVfnrPc2VePB2dFRGi5eZH1tLcfHxnI6rWC2YCvbEQ+J+/ONG6kcH2cwTGBXU1NDWWMjIyMj9Pb3c/rwYZpWraK0tJSt69ZxIoMgz9wpI7jxvwCcd59+brY8BAD7u7o4efQoh44d4wXt7Wy+9FL6Ozq48957uXDqFOsuXKDjp3+atra2tNnyiy3XQVw2U04K1Wuej2kxsjzNGtib2X8Anwb+y93PJz23DXgH8Iy7fy6vNRQREZGCMLNmYCNQbmZXEyTOA1gLVBSsYpJ3+QjE4o0F1UJZ+h4AACAASURBVA0NPHP4ME0TE4xfvEh5S0vOem9TNR6cHh2lsbaWMxMTlFdXA7mbVjBbsJXtiIfE/bVs2sSJMIHd0NGjrNq2jaPRKGWbNvEf3/42m6emuHjFFWzZuZOamhpqotG0Qd5ATw/Pa2mh+rLLpsvGk16TnLAusaFhx9atHC8v50c9PTw6OIiNj/PWt72NTc3NQYPGqVPs27eP/v/8Tzrq6lg3S7b8YlztJNMGmEL2mis/gWQqXY/9uwjm1v21mUWAQWANsBU4BHzc3e/OfxVFRESkQF5F0JB/KcE8+3hgfxr43QLVSRZJrgOxeGPBQE8PgxMT9MYT2zU1sSFHvZ+pGg/GzFi7Zg29sRgbwiAzV9MKEiUGW9mOeEjcX32YwK4/TGC3ZeNG3IwXNTXRsG0b28vKGJh4dmbMXEHefALD5IaLS1taqFm7lr2HDnHD7t3PadD40r/9G69vbqa5ri44/gyz5Rdapg0whew1L2R+As3tX1pmDezDZWx+B/gdM9sCtAAx4Cl3V5Z8ERGRZS6cjvcFM/sZd/9aoesjS1+8seDKPAVDqRoP/PnP54nRUV6wbRt1a9cyHo3OOUJgroBmrmAr2xEP5bW1HB8Y4NzwMJPj45RVV1PT2MgLwrXtW8Os9BVr1+LnztFSXs7Jvj5qwnXm0wV58wkMZ2sMGO/vp+r5z39u+fHjrLviihnlmWTLL7RMG2AK2WteqPwEmtu/9GSSPA93fwZ4Jq81ERERkWK128y+7e6jAGZWB/yWu/9+gesl8hypGg/igfrDGQTZmQQ0mQRb2Yx4KGts5NF77qGjro4tNTXBUPbeXnbceiujhw5NB5XNra30Pv44m9asYeL06YwaKTKpa3JDxrlVq1I2BlS3tKQu37iRU2Nj0z32kFm2/EL3CGfaAFPIXvNC5SfQ3P6lxzwhecZy0tHR4d3d3YWuhoiISFbMbJ+7dxS6HonM7BF3vzqp7GF3XzLJ83RfIJna39VF6+TkjCBuPBqlr6wsZWNBLoLS/V1dVA4OEh0eJjY+Tnl1NZUNDUSbmgBm1CcyNsbhp56ib3KS7ddfn9H7pqvrjIaMMPD/8cAA5s7zWlpmNAaUX345saeemrFtbzTK5Lp1z86xjzdMjIywI2GOfao6Jb9vbzTKhiLsEV5Kdc2VfffcwzUNDZjZdJm78/DwMLtf9aoC1mzlyfS+IKMeexEREVnRSsyszN0nAcysHCgrcJ1E8iLTYde5zEEQGx1lR3MzltDDHQ+itl577Ywe99LVqynfvJmX///s3Xl0W9d96PvvjxMETiBBiiJFkRooyhIly7JIm06cRJlsp1mJk95Obt1maF6d25fctq+3XU3e6uqQNL1pb4eb9rZ9ddu4Tuom7W3TRG3TynY8NI1txqRkW9RgUpRJQRJJiQRBUSAITvv9AYAGIYA8ADEcgL/PWl4iDw5w9jmAifPb+7d/O4mgcq22xhuZPdzYyOm5OTwOxy2jxN7aWvr7+hg9dQoDVDQ34/J6WWpp4VsXLlAyPs62PXs48P73rzm/3u4jwrGdIc59+/BMTNiqqn8m5TJLQaVm3cBeRD4AfNsYs5yF9iillFLKfv4G+I6IPAYY4KcBXQ5XFaRcBDTxjnlpbIzRa9cAmC8p4fTcHI5AIO1BZaKODEcgkLAWQtXiIofuvJP5hQVe+e538U1M0LRjB7tbWrhZW8v+++5bt312rvYedzrGwEBBj9DHytXcfpW6Igv7PAQMisjvisiBTDdIKaWUUvZijPld4AvAAeAg8PnwNqUKTmN7OyN+PzN+P8aYlXnsje3tGTumo76eZ/v6+O6zz3Lm9GleHRjg9MmTHGlo4GhdHYccDqqXlth91110pDm4jHQqRLO6NN/AuXPUTU1xl9NJ09wcbcXFlI+M8HpfX9qPm03R5ygioWyCigrGBgdz3bSscbvdbO/uxuNwcHJyEo/Dsak6NvLRuiP2xpifFJFq4MeBx0TEAI8BXzPGzGS6gUoppZTKPWPMvwH/lut2KJVp2ShWFp3mPV9UxPLUFEfb2wlOTDA1McHJy5d5+z33sCOcmp/JNPXYkdlLY2O8OjhI1Y4dK49Hn3v0SPvo8DD3V1ZS4XAwfPMmFU4ne43hybNn4b77kjqunUaE7ZxNkE3pXvJSZZbVqvg3ROQfASfwC8APAr8sIn9kjPnjTDZQKaWUUrklIvcAf0xoxL4MKAb8xpjqnDZMqQzJZEATm+Z9ureXuRs3KO/qYsfttwMQePZZyqLWqofMBZbRHRljw8MEPB6OtrfT3NgYd0WA6GkDBlgG5ubnKQ1PI1gmNF8nmePabd66zi/fuFyveLAZWZlj/yDwcaAN+CpwtzHmmoiUA+cIfdErpZRSqnD9b0JT8/4P0AV8BNib0xYpladii8aVLi6yq6aGyx4PbpcLAHd9PVMTE6ueFx1YDg0Nce7555kZHaWqqYkDx46tWajOqqkrV2h3OqkqL38zBZ3VmQLRI+1Nu3bxSn8/Wx0OmvfvZyYQ4LzPR9ORI5aOZ9cRYTtnE+QDK0tGqvSzMsf+h4E/NMYcNsb8T2PMNQBjzCyh4jlKKaWUKnDGmAtAsTFmyRjzGPCuXLdJqXwU8PmoLC9f+d1RVUUREJh5c4ZrZX0948XFcef5Dw0Nce6JJ+jy+/mxlha6/H7OPfEEQ0NDKbUnEoS1BIPsLCpiT1ER1/v7mZ6eDrWlvJyAz7eyf/Tc67nGRi7U1fGqMTz92ms8c+EC3ro69nfZasXOpOn88o3RGgW5YSUVf9QY8x/RG0Tkd4wxv2KM+U6G2qWUUkop+5gVkTLgFRH5XWAUqFjnOUqpOGLTvOtaWrjQ28tydTXGGG7OzjJTXMz+Bx+Mu7zaC9/8Jl21tTTW1gLQWFtLF9D7/PMpjdpHB2Hl1dWY+XmanE7GPR5cLlfcFPTISHtjezuO5WXKvF5kYQFTWsp8VVXK12a99O3Yxx319QQnJtKe7q1p5BujNQpyw0pgfx/wKzHbfiDONqWUUkoVpp8ilOX3aeD/AVqAH8ppi9SmUWhBVmyad1FJCbM7d0JtLSdj55rHCdRnRkdpaGlZta3B5WLG40mpPdFBWGNLCyP9/bRu2cLcjRsrmQKJUtDHBgc53NhIVVQ7Z/z+pIv8eb1eXu/r42pPD6319expb6csGFyVvh2b3n1pbIzTJ05w5OhRDiSoB5AKTSPfOK1RkBsJA3sR+Vng/wbaROS1qIeqgO9lumFKKaWUyj0RKQa+YIz5SWAO+M0cN0ltIvkYZK3XERGvaJyVdd8jqpqauDY9vTJiD3BtepqqcAX9ZEUHYW6XCw4d4vWBATzLy+BwrCpoF3tuYx4PB3btWvV6yY7MRt7jipERHmhowIgwcuYM2w8dYmdFxUonQWxtAv/kJF21tcxOTiJNTWlbOSD2OJlckSCfrfU51xoFubHWiP3fElrW5n8An4naPmOM8Wa0VUoppZSyBWPMkohsFZEyY8x8rtujNhc7B1nxAhvAUkfERorGHTh2jN4nnqALKCku5uzQEKevXaP9wx/G6/Um3eERG4SVlpTg3LmTd8a0OV4nyxseD5e2bGFnVKfCpbExRq9do+/ECUsZFpH3+PLiIhUuFyISeo89Hg4cPLjSSRCb3h2YmaHB5eL1GzdWtqUj3VvTyNe3XoebnVc8KGRrBfbGGDMsIp+KfUBE3BrcK6WUUpvGMPA9ETkO+CMbjTF/kLMWqU3BrkFWosBmpqSEQxnuiGhra4OHH+bZf/1XJl96ifamJj74Qz9EUUkJLz7+OM6WFhpbWixPWbAahMXrZLmjvZ2Tg4O4q6upLC8PpcefPMmRo0dptphhEXmPHVVVzM7NUeF0UrllC4Hp6VXp27Hp3c6qKq5NT+OofnPVzXSke6cjjbzQpo/EstLhZtcVDwrZeiP2HwD6CC1HKVGPGWBPBtullFJKKfu4Gv6viNCUPKWywq5zdRMFNk+dOsU99967at9MdES0tbUR7O6m5cgRqioqmJ6e5np/P50lJUzevElLzPz09VgJwgI+H0slJVzs7yc4M4Ojqgr3jh1U7diBx+EgMDnJ6LVrHDl6lB3hEXwrHRuR97iupYXR/n6agCVjWC4pWZW+HZtZUFFXR+/ICEd2714pOpiOdO+NppHn4/SRZNm1w22zSxjYG2M+EP53d6ovLiJfJtQ5cM0Ycyi8zQ38HbCL0AjAjxpjpkREgC8B7wdmgY8ZY06Gn/NR4FfDL/tbxpjHU22TUkoppawRka8aY34K8BljvpTr9qjNx65zdRMFNgay0hHh9Xo5/9JLUFTElupqZm7eZK/TSfmWLVyZns5IpsB8URHDfX2019ZS7nIxOzfHYF8fW+68k47wMfpOnKA55rpMTE7yzH/8B68+/TRSVUVtczP1lZUrI9kr73FFBfUHDzI0OMiF69dp7O6mratrJRi+JbNg61YOPPwwNyYmGE9juvdG08jtPH0kXeza4bbZrVU87+haT4wE3ev4a+B/A1+J2vYZ4DvGmC+KyGfCv/8KoUr77eH/uoE/A7rDHQG/DnQRyhToE5HjxpgpC8dXSimlVOo6RWQn8NMi8hVWZ++h0/JUpuVqru56qdSJApumAwcY8fsz2hGxsu68w8GOoiKK5+cZ7u9n5+HD3Jybwxlebi7dI6jGGOaB5fDvy8B8eHtE7HUZ9nh47Z//mbtramivrWXgtdcYe+UV3B/8IPVOJyM9PWzv7g6tGT84SCAQwHnnnbwzQep63MyCFJb4W89G0sg3w2i2XTvcNru1UvF/f43HDPDu9V7cGPMfIrIrZvOHgHeGf34ceI5QYP8h4Csm9NfhJRGpEZGm8L5PRW4eROQp4H3A19Y7vlJKKaU25P8D/p3Q9Ls+UpiWJyLvI5SRVwz8pTHmizGPvwP4X8Bh4CFjzD+Etx8h1MlfDSwRqsz/d+HH/ho4BkyHX+ZjxphXUjtFZXfZnqtrJZU6UWCzP9zOTHZEREaEF/bt41J/PzudTna4XAwMDlK+axfbw4Fu9AhqZDm50bNnMUDTgQPsjxoNt8JhDLs6O/FcvkxgehpnVRVtnZ0MLy6u7BN7XV598UUay8q4bd8+JsfHOVRfz+5gkFdOnWL3hz60MpLd0d2to9l5RIvj2dNaqfjvytAxtxljRsPHGBWRhvD2ZiB6Ac7L4W2Jtt9CRB4BHgFobW1Nc7OVUkqpzcUY80fAH4nInxljfjbZ54eXyvsT4D5C398vh7Puzkbtdgn4GPBLMU+fBT5ijBkUke2EMvZOGGN84cd/OdIJoFQ6WS0MtlZgk8kgNTIiLCJw6BAej4frNTX0nDvH0eZm5s6cYai0lHm3mwPvfW8obf+ppygfGeH+mhqm/H6+f/w4A889x23vehe3dXZaCsicNTWUBYN0RI3Kzvj9OCsrV36PvS7D09O84/BhXJWVXL14kfLKSpylpfjHx4HCG8mGzTOarcXx7GetVPx3G2OeEZH/Eu9xY8w30twWibMttmhf9PZbNxrzKPAoQFdXV9x9lFJKKWWNiFQaY26uFdRH9knw8N3ABWPMxfC+XyeUobcS2BtjhsOPLUc/0RgzEPXzVRG5BmwFfCiVQVZTqXMV2ARF6O3tpWhxEWdVFY0tLVTU1TG+tERDRQUlCwssAgvhFPmxwUEqp6Zoq61lcWmJ4NWr3Ot0ctkYyoaGuLq4aKmwm9WANfq6jF65QtAfWkjDUVHB7Pw8/mCQivp6wP4j2alUt9fRbJUra6XiHwOeAT4Y5zEDpBrYj4tIU3i0vgm4Ft5+GWiJ2m8HoQq8l3kzdT+y/bkUj62UUkop674lIq8A3wL6jDF+ABHZA7wL+FHgL4BEI+fxsu6SjoRE5G6gDBiK2vwFEfk14DvAZ4wxwTjP00w+G7L7UmC5SKW2ek28Xi9MTVF64wZ7a2pYDgY539vL0MICb7/jjpVq9BAaTfdEXnNhgfKKCt64eJEmh4PysjIuz8xQurhI1dISL3zzmzQ1N6957FQC1gPHjtH7xBN0AbVbt9L/2muMzc9z+IMfZMbvt/VIduyUjCtjY7z4wguWlhO00ulj9/8PVP5ZKxX/18P/fjzNxzwOfBT4Yvjfb0Vt/3S4N78bmA4H/yeA3xaR2vB+9wOfTXOblFJKKRXDGPMeEXk/8Eng3vB38SLwOvCvwEeNMWNrvITlrLuELxAaBPhq+FiRUf3PAmOEgv1HCdXq+Vyc9msmn83kw1Jg2U6lTuaajA0OcntTE8tbt3LN4yE4M8OW6moWvV6aGxtX7RvJMnDW1LBYWsrs3BxBv5/yykpuzs9DSQnzIgSGhnAtLHD08OF1349ksxTa2trg4Yfpff55ZkZHkY4Oapub8ZaXE3A41uwYyHXgGz0lY3p6mrmLF1NeTjBWPvx/oPLPWiP2AIhIHaGq9G8j9GX8n8DnjDHrTogRka8RGm2vF5HL4df5IvD3IvIJQvPqfiS8+7cJLXV3gdC8uo9DqOKuiHweeDm83+e0Cq9SSmVPrm+uVG4ZY75N6Ds6FYmy8SwRkWpCHQi/aox5KapNo+EfgyLyGLfOz1c2lQ9LgSUzMp2Ov4/JXJPo+fUulwsIVaUf/N73EmYZNLa3c354mMGREUqKihi7cYPL8/NIUxMCVBUVsbB1KyKSkfejra0tFOAnwQ6Bb/SUjEmPh6Y0LieYD/8fqPyzbmAPfB34D+CHwr8/TGgd+veu90RjzI8neOg9cfY1wKcSvM6XgS9baKtSSqk0ssPNlcprLwPtIrIbuAI8BPyElSeKSBnwT4RWzPk/MY9FpvQJ8GGgP73NVpmSL0uBWU2lTsffx2SuSSrL7Lndbvbfdx+v9/Ux+P3vM/r66+yoqWGHCCPnz3OjqYmOgwfXPbZV2e7syJToax2cmaHc5UrbcoJ2/P9AO/Hzn5XA3m2M+XzU778lIh/OVIOUUkrZhx1urlT+MsYsisingROElrv7sjHmjIh8Dug1xhwXkbsIBfC1wAdF5DeNMQcJzd9/B1AnIh8Lv2RkWbsnRGQroVT/V4D/mt0zU6kqpKXANvL3MTqIGr1yhSsLC6vmxye6JskuswdwtqeHgM+Hq6aGex96iPHeXiqnpihZWGCuvJzg/PyqY2zk/chFZ0emRF/rsspKxn0+JoxJuJxgMkGx3f4/0E78wmAlsH9WRB4C/j78+w8TSotTSilV4Oxwc6XyW7xUfmPMr0X9/DKhFP3Y5/0N8DcJXvPdaW6mypJCWgos1b+PsUHUpYUFXjl5Eo4epbmxcc1rkswye5Fl7iqnpnAuLLBYWsprExO87cgRqrZuZdLjwe12M+HxcPLUKd5z7NiG34+1Ojtob7cc/EYC34XFRcY8HgIzMyyXlLCwZ8+q88vkCHP0tR6vqGBmaoo72tupra5eVfgvlaDYbv8faCd+YVhrubsZ3lxu7hd588u1CLhJaL68UkqpArbWqMLQ0BDnwgWRqpqaOHDsWNLzKFV+EJHfAx4zxpzJdVtUfiukpcBSHXWNDaJ2NjXB0aO8cu0a46Wl614TqwXsXu/ro3xkhLbaWsorKpidm+Pl8+f5z9FRypeX2V5Tw57WVlra2vjG+fMU7dxJY0vLuu/HWgF1os6OseFhfMPDqzoZzg8Ps/++++Ieq7G9ndeefprS4WH219RQVFbGBZ+Phamp0MoAkNER5thzvOM9oVnEY4ODnIz53J4NtyOZoNhu/x9stBNf0/jtYa2q+FXZbIhSSin7STSqEKyo4OITT9BVW0tDSwvXpqfpfeIJePhhDe4L03ngUREpAR4DvmaMmc5xm1SeytX67+mW6qhrvCCqtbGRidJSOh94IG3tGz17lvtraqhwOgEILi1ROz/PwpkzvPfee1kSYWRoiKodO7jrzjupaGmhY4N1BRJ1dlwbHWV/ILCqk2FwZITX+/p4y3333XIct9tNUW0tW7xerszPsyCCVFRQ5vHwwje/SV1LC4cyNMKc6By3d3fHvT6pBsV2+v9gI1MDNI3fPoqs7CQitSJyt4i8I/JfphumlFIq99xuN9u7u/E4HJycnMTjcLC9u5vRV1+lq7aWxtpaioqKaKytpau2lnPPP5/rJqsMMMb8pTHmXuAjwC7gNRH5WxF5V25bptTGeb1ezvb00HfiBGd7elZGhNeT6O/jWsu3ne3pYeT8eXp7e/FOv9k3lon51QZYjvp9bGyMQw0N3JifZxmoLCujXoRXL11iT3s7AZ9v3deMzjZYqaJfUcHY4CAQ7uzw+5nx+zHGrKSsz9+4wd5wJ4OIUOF0sremhtGzZxMeq2x5mdu7utje0UH50hJ7y8o42tCAKxxILi0srNq/srzc0jls9BxjRYLiaPlWNyLR+9bY3r7uc5O9XipzrCx3938BP09o/tsrwD3Ai4DOb1NKqU0g3qjCzOgoDS0tq7Y1uFzMeDzZbJrKIhEpBvaH/5sAXgV+UUQ+aYx5KKeNUypFGx1ttDrqGn2c7YcOMdzXx4XeXto6OykrLc3I/OqmAwc4/8orHBChcssWJqemqBGh/uhRRpaXKbp5k7KKCqqcTspKS3FWVq77mlZGp28UF/PkqVMI0NTRwW3d3bw+MLCqkwFCnQ5mjWNFAubIUnMVTiczgQB1W7eyJRDg0uAgNXfdBcD09DQjAwMMB4MERRARypaXU0oLT3YE3m7z5VOxkakBWovHPqwUz/t54C7gJWPMu0RkP/CbmW2WUkopO6tqauLa9DSNtbUr265NT1MVVdVZFQ4R+QPgg8AzwG8bY74ffuh3ROT13LVMqY3JVtGw2OPs7upiZGCA5/r7OXDPPbdUsE/HPOX9XV2c8/k47/UiPh/jW7ZQVF5O15EjBEdGaHI6WTIG7/Ky5UB0rZTtSOfF7RUVvOXee1cC3KmpKRZE+OeeHvY1NLCntZWbwSDfHxwksH07Z3t64p5rJGCeu36dXQ0NzAQCjAQCbG9rwxjD8y+8wG6/n6WFBYb7+pgH7mhvx/vKK5QBuzo7KQ4Gk04LTzYtfaPz5e0yPz3VqQF2q/C/mVlJxZ8zxswBiIjDGHMeuC2zzVJKKWVnB44do3dqirGpKZaXlxmbmqJ3aooDx47lumkqM/qBO4wxn4wK6iPuzkWDlEqHgM9HZXn5qm3pSule6zgul4vbu7rYtX//yrztqz09tASDHK2royUY5GoS0wLicbvdHHjve6m4805k3z62v+c9yP791NTWUn/wIENLSzw9Ps7Cnj1rTiGItlbKdryU7KqlJc4fP87b9uyhY+9eTDDIv/X08Gx/P9sbGnjwnnvWPNcbxcW8dOUK//jyy5wNBkMBs8tFWWkpjeFpEM/097NQXc3eri7mb9zgQG0t7bW1eC9fTiktPJW0dLfbTUd3N50PPEBHEp0Ikc6QdL7v2baRNH6VXlZG7C+LSA3wTeApEZkCrma2WUoppeysra0NHn6Y3uefZ8bjCVXFf//7tXBe4XrYGPPl6A0i8h1jzHu0iJ7KF/FGRjMx2pjKcTKVORA7Cuv1ekMjy4EAzjvv5J1Jjg6vNTr9RpyU7JsTE2xbWmJHUxNV5eVMejyM9/Wx7HRy6O1vx+VyAdxyrtGj/7d94AMM9fVRNjtLUVTguD8cQAd8Po7W1SEivHH2LJXh1wyGaxgkmxaezYr1hbDMnN0q/G9m6wb2xpgfDP/4GyLyLOAC/j2jrVJKKWV7bW1tGsgXOBHZApQD9SJSS2gJXIBqYHvOGqZUkhLNpXfu28fIwEDa5kenepxszVNORyX2RK8Rr/PCOzHB9vp6IJSl4HK5mLtxg9nw7xGx5xob8EpXF0MDAzzT38/+8NSFSOAYfVxnVRU35+YoAhxVoQW+1uuoSZQKn43AulDmp9upwv9mZmXEHhF5G9BujHlMRLYCzcAbGW2ZUkoppXLtk8AvEAriT0ZtvwH8SU5apFQKEo6MTkyEKtunabQx1eMUwjzleEXkLgeDlExOMv/iiziqqqhraWGxtPSWonmx5xob8LpdLmq7uiianLxlybno427bsYNzfX2UAe59+3jt5Ze5cP06jd3deL3eW97XXC/Vtl7NAjvMvVf5w0pV/F8HugjNq38MKAX+Brg3s01TSimlVC4ZY74EfElE/psx5o9z3R6lUrXWyGg6RxtTPU4+V1aPDkDnS0o4PTeHIxAgKEJtYyPFk5M0l5VRFAxyobeXa3V1VFRVMeP3xz1Xr9fL6JUr/Ofp09Rt3YrD5SI4Pc3k9etMu923BOirUsEDARaPHME3M8NQfz+t9fUce+tbQysPxAnYc50Kn+h9dzY369rwKmlWRux/ELiTcE+9MeaqiFRltFVKKaWUyjkRebcx5hngioj8l9jHjTHfyEGzlEpatkbEUz1OKvOU7TCiG3fE2+9ne3c3Y4OD3L5lCwu7d3PZ4yEwM8NydTWVLS3s7+qKe66R1zvS0EBgZgZGRzn7wgvs3b2bRqeT3Q0NXI0T4MZ2mpzt6aFl69ZV70O8gH0jqfDpuP6J3vdcdzio/GQlsJ83xhgRMQAiUrHeE5RSStmPHW4CVd45RmiJuw/GecwAGtirvJCtEfGNHCeZzIFcp5BHrBWARoJmEcEdnk9vjOHkGtkL0a83XV7Oa889R2NxMZ7ZWbrvvjs0T9/vXzfAtRqwp9oRk87rH+9axCtEmI6593ofUNisBPZ/LyJ/DtSIyM8APw38RWabpZRSKp3schOo8osx5tfD/348121RaiOyVbk7W8exy4juWgF0KkFz9Ou5XC7qGxq4be9eTt24sVJsz0qAG3ts7/Q0QwMDeILBVQFtqh0xmb7+mVqtQe8DCpuVqvi/JyL3ESqUcxvwa8aYpzLeMqWUUmljl5tAlZ9E5OcJ1dmZIdS5fxT4jDHmyZw2TKkkZKtydzaOY5dq6msFoKkEzbGv56iq4tr0NM7q6ltefy3Rx55fWAgtlwe8u7OT4mBwdUCbQkdMpq9/JjJM9D6g8BVZ/JrQKAAAIABJREFU2SkcyH8e+G2gT0S0W0cppfJIwOejsrx81bbK8nICPl+OWqTyzE8bY24A9wMNwMeBL+a2SUptXpEAOFouqug3trcz4vcz4/djotaYj4yIb+/uxuNwcHJyEo/DwfZ1RodjX6+sro7eqSkq6upuef21RB/7uf5+tlRXs7uri5qamlBAW1HB2ODgyr4d3d3svusuAN54+WXO9vTg9XoTvn6mr7/b7ca5bx/PX7jA10+c4PkLF3Du27ehkXW9Dyh8VqrifxL4HBAAlgmtYWuAPZltmlJKqXQphKWUVE5F1q9/P/CYMeZVEZG1nqCUytycZrtU0V9vxDvZ7IVbXm/rVg48/DD+iQmee+MNxkdHmbt5k+qBAZo6OritszPh9YwcO+DzcXt4rn9E7Oh6smnqmb7+Xq+XwMAAx/bupfLwYW7OzvJaXx/XLl6kbHk5pc+S3gcUPitz7H8JOGiMmch0Y5RSSmWGXW4CVd7qE5Engd3AZ8Or4yznuE1KZU0qAXom5zRnay6/1bakK5U70XX21tYyNTLCnrk59tfXUwRcOHWK814v+++7b83zthLQJpumnunrH9uehcVFSoeH2eL1cntXV0qfJb0PKHxWAvshYHbdvZRSStmWnW4CVV76BHAEuGiMmRWROkLp+EoVvKGhIc4fP862pSVq6+txLCxw1etdN6jK9JzmbNUMyJa1OkJe7+tjoq+PPcEgNwIBXNu20V5by9DUFGPrXE8rAW0qc+Yzef1j2zPm8bC/poYr8/OISEqfpXxdUlFZZyWw/yzwgoj0AMHIRmPMz2WsVUoppdKu0G4CVfYYY5ZFZAfwE+F01ueNMf+c42YplXFer5czx49zd0kJ2+rrmZ2bY/TiRWr27Fk3oAz4fMyXlHC2v5/AzAzOqiq27dhBIBDIaHvzNRBL1BFyureX0e9/n21zcxx0uwkuLDAxNETNnj2ULC6uO0d8rYA2cr1Gzp9n2eGgbd++laX5cpmmHptlEJiZoaisDEdV1co+qRTry8clFZV1VgL7Pye0hu1pNO1OKaWU2nRE5IvAXcAT4U0/JyJvNcZ8NofNUirjxgYHqV1aYlt9PSJChdNJEzA2MUGgtHTN5wZFGOrr40BtLZUuFzfn5jjX18fikSMZaWumArFsdRYkGjUfPXWK1vp68PvxLyxQ5XBQFAjwvRdfZMblwllRgdfrXbNN8QLa6Ou1/dAhhvv6uNDbS1tnJ2WlpUmnqafzOsVmGSyXlHDB52N3V9fKPvE6HtLZBq2in3+sBPaLxphfzHhLlFJKKWVX7weOGGOWAUTkceAUoaw+pQpWwOfDXV/Pzbk5qpxOAMq3bGFqfJzyAwfWfK6IEJid5fWpKVhchJISAg4HZRmqO5mJQCybo7aJ5sILsKe9nfNTU5wbHaWhpIRrV64gN2/Svn8/9Q0NXE2hTbHXa3dXFyMDAzzX38+Be+5JmKYeL3gG0nqdYrMMFvbsYWFqiqKSEowxcacTpPu9ssuSiso6K4H9syLyCPDPrE7FT7wGhFJKKaUKTQ0Q+e535bIhSmVaJHgbPn+ehsVFbs7P01FfT+WWLYz7fIwXF/OWdZZcC0xPU+5wUDk/TxkwL8Kiw8Hs9HRG2pyJQCybo7aJ5sI3dXRQVlrKge5uzp87x7+88AJNCwtUdnSw+557cLlcuPz+pNsUe71cLhe3d3WxMDlJR4LXSRQ83ygu5vY0X6fYLAOv17vm/Ph0v1daRT//WAnsfyL8b3SvvC53p5RSSm0e/wM4JSLPElr67h3oaL0qUNHB27ZDhxjq6yMQDHImGGRhepqp4mIOPvjguqOgszdu0FFZSWNLy8q2sakpem/cyEi7MxGIZXPUNtFceCAU8FdU8JbubpYCARpLS2m4/XZc4fnwqbQpleuVKHh+8tQp3nLvvav2Tfd1Wm9+fLrfK62in3/WDOxFpAj4SWPM97LUHqWUUkrZSHi9+v8E7iE0z16AXzHGjOW0YUplSGzwJl1dDA0M4AkG2f/2t3PQ4rzliqoqZmZmqAoEKN+yhdm5OWaWl6mIKoCWTpkIxJINfjc6xzth8BoV8E+73exuaFgJ6tdrUyKpXK9EwbOE25DL0e10d+zoajr5Z83APlwF9/eAt2SpPUoppZSyEWOMEZFvGmM6geO5bo9SsdJd3C02eHO7XNR2dVG0Rop2PNtaW3E6nYxPThKcnsZRVYWzqYltW7em3La1ZCIQSyb4zeR8/OiAP3Icl99/S5uS+SxYvV7Rrzl65QpXFhbY0dS08vjN2VmaOjoY8ftzOrqdiY4dXU0nv1hJxX9SRH4I+IYxxmS6QUoppZSynZdE5C5jzMu5bohS0TIRTKZr5LOxvZ3zw8NUBgKUGMPNQICbfj/73/rWlNplhdVAzGoAnEzw+8I3v0mj18v1rVtZbmnB5XJlZD7+Win7yX4W1rtesZ+vSwsLvHLyJBw9SnNj40rwfFv4NXI5uq0j7MpKYP+LQAWwJCIBQil4xhhTndGWKaWUyiv5vH6yWte7gE+KyAjg5817gcO5bZba7DJR3M3qyKeVv3lGhCAwT6hAlclQRfxkJNsZYjX4dXm9HG1oIBAMMtrfD4cOUV1dnbH5+LFtOhs+p1Q/C/Hez9jP186mJjh6lFeuXWO8tPSW4DnXo9s6wr65rRvYG2MyMxFIKaVUwcjmkkgqJ34g1w1QKp5MFHezMvJp5W/e2OAghxsbqWprW3neTArV29Mt3Z0hkdcr2roVfzBIldNJEzDu8VC0e3fW5plv5LOQ6P28fvMmB3bvXrVva2MjE6WldD7wQFrbr9RGrRvYh4vmPAzsNsZ8XkRagCZjzPcz3jqllFJ5IZtLIqnsM8aMiMgdwNvDm75rjHk1l21SCjK3JNd6I59W/ublch3wRGutjw0O8urTT+Nobma5tXVDVeUjIufZ2NLCSH8/O4EKhwPvtWvMNjRkbZ55Mp+F2Ovjm56Ou1zd8OhozoviKWVVkYV9/pRQ8bzIsnc3gT9J9YAicpuIvBL13w0R+QUR+Q0RuRK1/f1Rz/msiFwQkddFRLvHlFLKZgI+H5Xl5au2VZaXE/D5ctQilU4i8vPAE0BD+L+/EZH/lttWKRVOm/f7mfH7McYw4/cz4vevBLKZYuVvXiTQjJaNoDAy+twSDHK0ro6WYJDzTz3FuaefpiUY5HBzMxUzM1zv72d6enrD7Yqcp9vlYvuhQ3jKyvjetWuMud1sz2LWltXPQrzrM9bTw/zCwqr9KsvLKa+uzsnnazPzer2c7emh78QJzvb04PV6c92kvGElsO82xnwKmAMwxkwBZake0BjzujHmiDHmCNAJzAL/FH74DyOPGWO+DSAiHcBDwEHgfcCfikhxqsdXSimVfrm6gVVZ8wlC9wO/Zoz5NUJL3/1MjtukFO5w8OhxODg5OYnH4chKMGnlb16uOh2iswlEhKqKCiqnpijzeqmqqKCptZUJY6gUYeLSpQ23K/o8a6uradm9m9qDB3nrhz+c9eJxVj4L8a7P3q1buTg4uGq/m7OzNLa05OTztVnF63S5qsG9ZVaK5y2EA2kDICJbgeU0Hf89wFA4xS/RPh8Cvm6MCQJviMgF4G7gxTS1QSml1AZlYpkdZSsCLEX9vhTeplTO5aJgmJW/ebmqUh5vCkDJwgLzkXa5XHDoEKOXLvHalSvcceDAhtplp2rs8T4LsWn3Yx4PB3btWrVPa3s733nxRfbHWUIv9jUjI8rrFYrNt4Kydmhvvk/ry/U1tBLY/xGhEfUGEfkC8MPAr6bp+A8BX4v6/dMi8hGgF/jv4eyAZuClqH0uh7fdQkQeAR4BaG1tTVMTlVJKrcdON3YqIx4DekQkkmH3YeCvctgepXIi+sY9WFxMfzBIWSCQ8G9eLjod4s01XywtJXrNarfLRemePciBA3RssH25DmbWEq8o3hseD5e2bAlVuA8rLi1dGZlfb1k/K4Vi862grF3am8u6FBtlh2topSr+EyLSR2h0XYAPG2PObfTAIlIGPAh8Nrzpz4DPE8oM+Dzw+8BPE39EwMTZhjHmUeBRgK6urrj7KKWUygxdZqdwGWP+QESeA95G6Hv548aYU7ltlVLZFffG3e/fcGp2ugPjeNkEN2trMSLMRI1IvzY2RlFtLX0nTqR83GwEMxu5PvFGgO9ob+fk4CDu6upVo/O3WWiz1RHlfBt5tkt7M1UMMxvscA0TBvYisgX4r8Be4DTw58aYxTQe+weAk8aYcYDIv+Fj/wXwL+FfLwMtUc/bAVxNYzuUUkopFUece4E/TfO9gFJ5IxM37pkIjN1uN1P79vH8888zMzpKVVMTB44do7a2diWrKiiCGMMhh+PN4DaF42Y6mNno9Yk3Atzc2MhgILDu6LzV14s3opxvI892aW8+T+uzwzVca8T+cWAB+C6hIPwA8AtpPPaPE5WGLyJNxpjR8K8/CPSHfz4O/K2I/AGwHWgHdKk9pZRSKvMyfS+gVN7IxI17pjoLAgMDHNu7l8rDh0PB0cAAtd3dK2n3Z3t6aNmyZd3jrjdanulgZqPXJ9EI8LbW1qSmIESuw/D585Q6HOzct29lqcB4I8rrjTzbbfqCXUbK83lanx2u4VqBfYcx5nYAEfkr0hhMi0g5cB/wyajNvysiRwil2Q9HHjPGnBGRvwfOAovAp4wxSyillFIq0zJ2L6BUvsnEjXuuOgusHNfKaHmmg5nYdk5PTzNx6RKvXrkCsG5AHDsCfGVsjFcHB3G2tFh6Pqy+DtsOHWKor483envZ1dlJcWlp3BHltUae7TAXO1YmRspT7bzI12l9dsg2WCuwX1nM0RizuEbV+qQZY2aBuphtP7XG/l8AvpC2BiillFLKiozdCyiVb9J54x4JekbOn2fZ4aBt375QtXqy01lgJSC30kGQ6WAmup3T09Nc7++nUoTDzc20BIPrBsTR0xLGh4ZY8Pt5S3c3h3ftWrPwXXRA6pue5vao6yBdXQwNDPBMfz/777lnZUQ59nnOffvwTEzcMvJ8NhzU53o+e6wbxcU8eeoUAjR1dFiqOZCIHTsvMs0O2QZrBfZ3iMiN8M8COMO/C2CMMdUZb51SSimlcmnD9wIi8j7gS0Ax8JfGmC/GPP4O4H8Bh4GHjDH/EPXYR3lzJZ7fMsY8Ht7eCfw14AS+Dfy8MUaL5qqUWB1ZTNeNe3TQs/3QIYb7+rjQ20tbZydlCUaAk2ElaLcSkFvpIMh0MBPdzolLl6gUYcIYtre2WgqIo6clXCsqomJmhonr15natg23y3XL8+MFpOd7erjtrW9985xdLmq7uiianFxJ548byA4MxC2saIe52NEibW9dWmKby8XUxATj/f1M7dlj+X1crzPELp0XmZbrbIOEgb0xpjibDVFKKaWUvWz0XkBEioE/ITT97jLwsogcN8acjdrtEvAx4JdinusGfh3oIjRNry/83ClCK+k8Qmg53G8D7wP+bSNtVZtTJKipWlrCTEwwefo0F154gYMPPkhbW9st+6fjxj12JHx3VxcjAwM819/PgagR4FRZCdqtBORW0+wj1yQS3L3x8suMpWneeHQ7X71yhcPNzWxvbV3JblgvII5c64XFRc7397NNBFNSwvniYt56zz23PD9elsLerVu5ODhI3V13JbwOibIb+vv6cFVXr+o02sj0hUzMzR8bHKRmaYm5ixdpcjrZs20b4z4f3z9+nNqPfjSpqQqJOkPA3sUDC0VRrhuglFJKqYJ1N3DBGHPRGDMPfB34UPQOxphhY8xrwHLMcx8AnjLGeMPB/FPA+0SkCag2xrwYHqX/CvDhjJ+JKkhjg4NULS0xc/EirQsLvG3bNu4uKeH88eN4vd6MHDPg81FZXr7yu8vl4vauLnbt309HGlKV3W73yprsJycn8TgccUeO3W43Hd3ddD7wQNzjNra3M+L3M+P3Y4xhxu9nxO+nsb39lmNGgruWYJCjdXW0BINc7elJyzWMtPOO976X1j17VoJ6WD8gDvh8zC8scLW/n7ayMjrKyritqIix/n6809O3PD/2vQFobW/n0sTEmtch3vOWFhbiXhNHfb3l6xotU9c44PMRnJigyemkwulERNhWU0Pt0hJjg4PrPj+6U0NEVnWGREv0Xnm9Xs729NB34gRn0/SZ2aw0sFdKKaVUpjQDnqjfL4e3beS5zeGf131NEXlERHpFpPf69euWG602j4DPx82JCXY6nVRFBTXbLAY1qYiM2Eaz41rdVjsIIH5wt7OiIq3XMJmOhghnTQ0XBwfZ6XTS3NrK5Pw88/PztNXUMDQwcMvz4703xaWlCa9DJCgdPn+e0729TE9Przzv0uAgrfX1t1yT4MSE5esabSPXeK3g2VlTw9TEBOVbtqxsuzk3h7u+noDPt+5rp9oZEmlXpjqENqO15tgrpZTKM3ZbQkdtevGq7VmdC5/ouZZf0xjzKPAoQFdXl87BV7dw1tQwefo0Hdu2rWybnZujtr4en4WgJhWZLjiXzsJlVqceZGPeeCrz+Rvb23n2qac40NBARUUFs83NnLt0CUddHZeDQd4Zc00SvTfxCsmtVy3/wvXrHEuQjp7KlI5Ur/F6n4fG9nZefOEFxn0+ttXUcHNujpFAgKqmJsRCZ1O8qQXRnSFrvVeZWO5xM9PAXimlCsRmrEKrbO8y0BL1+w7gahLPfWfMc58Lb9+R4msqtUpjezsXooKa2bk5RgMBtjQ1ZWwEPdMF53IRLGVrDe9kA+JI1sHFoSFKp6dx1NZy+PBhikpKqHQ44k5PsPrevN7XR8XICJcXF3FUVdGwbx/Xx8ZWquU3dndTVlq66jk3Z2eZLyribE9P0h3wqV7j9T4Pbreb/Q8+GJpTPz6Ou76eqqYmZoqL2b7O9ABIrjMklt0KCeY7DeyVUqpAaM+3sqGXgXYR2Q1cAR4CfsLic08Avy0iteHf7wc+a4zxisiMiNwD9AAfAf44ze1Wm4Tb7ebggw/Sd/w428bHqa2vZ0tTEz6LQU20ZDKmMlk9OxfBkh3W8E7kts5Ori4usqOiwlLbrLw3kY70BxoaqHC5Qh1Cly7RfvAgRYuLdISLCcZek9OjoxgRWhyOpDvgU73GVj4PbW1t1H70oyufX6mpYXsS686n2lGVrQ6hzUIDe6WUKhDa863sxhizKCKfJhSkFwNfNsacEZHPAb3GmOMichfwT0At8EER+U1jzMFwAP95Qp0DAJ8zxkQmXv4sby53929oRXy1AdFBjS8clFsNaiLslDGVi2DJDmt4Z7NtY+H580YEEaHC6aQJGBocxHnnnQmPS20th7dsSakDPtXzSHZ1g1Sk+lw7dwjlIynUZV+7urpMb29vrpuhlFJZczZcgCb6y3vG78fjcKystavsT0T6jDFduW5HodH7ApVJdvr7u6qTITpYylInQz7UetloG5/5h39gy9gYo2fO0FpTw57WVkqLi3l6fJx3fupTCV+r78QJjtbVIfJmqRBjDCcnJ+l84IENn1c8uf48WGmf3T8vuWb1vkBH7JVSqkBoz7dSSuWGnTKmcjl6bqfMhUQ22kav10vA46GjpISOw4e55PHw/GuvUb13L43rvEa80fNLY2OMXrtG34kTGQls7ZxNAZmdlrLZaGCvlFIFwu5f3kopVajsNlc4V8FSPtR6ibRxeXGRN86cITgzw3JJCa+XlHBbZ+e6o8djg4Pc0d7OzYsXqSop4fYDB2jw+fj+4iJHu9YeVI3tgL80Nsbpkyc5cvQozRnsCIl8HiKj42+8/DJjeTw6rqP88Wlgr5RSBUR7vpVSKvuiA7b5hQUuDg5yKbxeudfr3TRBh50yFxIJ+HwslZQwceYMTU4n5S4X/kCAbzzzDMtTUxxubFxzJD/g83GgsZEb5eWMezwEp6cpq6qiqqJiZW37REFnbAf86LVrHDl6lB1NTcCbHSH9fX24qqstBa5Wg9x8yKawolDOIxOKct0ApZRSSiml8llkWbXTc3M8/8ILOID3vOUtHHI4uNrTg9frXfc1CkEkcyGa3aqcO2tquDQ4SJPTSYXTiYhgRHAtL1Pm9VJVUYGIhILsigrGBgdvef7N2VlcLhd7Dh3iwFveQsOePWxrbV0JOluCQY7W1dESDN7y/rvdbjq6u+l84AGamptpbmxc9fpLCwvrvkaEleNFRGdTrHV+dlco55EJGtgrpZRSSim1QW63mxqXi/uOHePwXXdRU1Oz6YKOxvZ2Rvx+Zvx+jDHM+P2M+P00Jrl0YCY1trdz4fp1lowJtTEQYCQQYGttLbKwsGrfyvJyAj7fLc9PdI7JBp2xHSHT09P0PPkkjI9z/Y03uHHjxpqvkczxAj4fleXl656f3RXKeWSCpuIrpVSe0bllSillT9lIRbfzd0A+1Hpxu900dnfz+sWLFE1P46yqYntbG8sDAwRj9k20LFyic3wjyfc/egrH0sICw319TE1M8N7OTpzz84z298OhQ1RXV8d9jWQ+b7msA5HOz6zd6lnYiQb2SimVR/JhbpmdbzqVUiodEv2dy3TQkQ/fAflQ62V/VxdXl5ZWLQF3s7YWI8KM37/uyjKJztHK+x/72XHu24dnYoLzp07RUl1N69GjOEpLqXA6aQLGPR6Kdu+O+xlK5vOWq5Vz0v2Z1RWAEtPAXiml8ojVisO5Cq7z4aZTKaU2Yq2/c5kOOvKh6nwiyXwvZWrfiHij7vvvuw9gQ9kG673/cT87AwNs7+4m4PNxtK6OqRs3GOnvZydQ4XDgvXaN2YaGuJ+hZD5vucqmSPdnNh+yQnJFA3ullMojVtLuchlc5/NNp1JKWbHW37mO7u6MBh35UHU+nmS+lzK1b6xEo+4b+a5aL+hc67MTGX13u1xw6BAej4fJa9eYdrs5sG9faJm6mM6LZIPcXGRTZOIzmw9ZIbmggb1SSuURK2l3uQyu8/WmUymlrFrv71wmg47Y7wDv9DRDAwN4gkFbT31K5nspU/tmy1rv/1qfnd133bUy+l5bXU3p7t0sNzSwfd8+AgMDCTsv7B7k6pz47NGq+EoplUesVBzOZcXYfFjqSCm1Nq/Xy9meHvpOnODsJlqqzapc/p2L/g6Y9Pm40NtL6Y0bvPvQoTWXOsu1ZL6XMrWvHaz12YksmehxODg5OYnH4WB7dzfBiYm8Xt4tH1ZKKBQ6Yq+UUnnEStpdLnvHtaiNUvlN62SsL5d/56K/A86dOkV7dTU79+3D5XIBJBytznVR02S+lzK1rx2s99mJN/qeqNL+2PAwgO0L1eqc+OzRwF4ppfLMeml3sTcOV8bG+N4rrxAoKuL8Sy/R1NHBbZ2dGflS1S9wpfKbHVOb7SbXf+ci3wEBn4/b6+oQkZXH4k19skNnTTKdIZnaN5sSdaSk8tmJ13lxaWyMgMdDS0OD7TrgEp67/v3IOA3slVKqwETfOIy/8QZjAwPULy7SvX07RcCFU6c47/Wy/777Mhbc6xe4UvlJ62RYY4e/c1ZHq+3QWZNMQJupfbNlvY6UZD878TovXh0c5Gh7u+064OzQibSZaWCvlFIFKPrGoXJykv3FxVQ5nQC0izA0NcWYjsAppWLkW2rzZmZ1tDpbnTXrpfvHBrSRWg7x9k8m+LVDJ0u0bCzvVrVjB82Njav2s0MHnB06kTYzDeyVUqqABXw+ZGGByqib9PItWyjx+WxbXEgplTt2TW1Wt7I6Wp2NzppkR2oLeWQ3W8u72bEDTjN+cksDe6WUKmDOmhr8paXcnJtbGbGfnZtjsbQ05zcASin7sWNqs0rMymh1Njprkh2pzdeRXStFCLPRkWLXDjjN+MktDeyVUqqANba3c25khHPDw+w3JjTH3udjdudO9utSM0qpOOyW2qw2JhudNcmO1ObjyK7VLINsBN127YCza4fDZqGBvVJKFTC3282B976X8729PHXuHAI03Xkn+zNUFV8ppZT9ZLqzJtmR2nwc2bWaZZCtoHu99zQXSxzatcNhs9DAXimlCpzb7eat998P99+f66YopZTKsmwEeMmO1Mbuf2lsjFcHB6nasWPlcbsFg8lkGeQ66yWXNQxyfe6bmQb2SimllFJKFaBsBXjJjtRG7z82PEzA4+FoezvNjY22LaS3XpZBLkbIE8nXGgZqY3IW2IvIMDADLAGLxpguEXEDfwfsAoaBHzXGTImIAF8C3g/MAh8zxpzMRbuVUiof2OkGQymlVG5kM8BLdqQ2ev+WhgbbB6FrZSXYrcp/MtkF6bhf0HsOeyjK8fHfZYw5YozpCv/+GeA7xph24Dvh3wF+AGgP//cI8GdZb6lSSmVJZG3fvhMnONvTg9frTfr5V3t6aAkGOVpXR0swyNUUXkcppVR+C/h8VJaXr9pWWV5uq+VO86GNEOqI2N7djcfh4OTkJB6Hg+3hwD26A0VEQp0TFRWMDQ7mpK2R7IJo8WoYpON+Qe857CPXgX2sDwGPh39+HPhw1PavmJCXgBoRacpFA5VSKpMiX5AV16+zZXSUye9+l/98/HGGhoYsv4bdbjCUUkrlhtUAL5fyoY0Rbrebju5uOh94gI6o0Xi7dU40trcz4vcz4/djjGHG72fE76cxZjWcdNwv6D2HfeQysDfAkyLSJyKPhLdtM8aMAoT/bQhvbwY8Uc+9HN62iog8IiK9ItJ7/fr1DDZdKaUyY2xwkKqlJWYuXqR1YYG3bdvG3SUlnD9+PG7vd7zRfbvdYCillMoNqwFeLuVDG9djt86JtbILoqXjfkHvOewjl8Xz7jXGXBWRBuApETm/xr4SZ5u5ZYMxjwKPAnR1dd3yuFJK2V3A58NMTLDT6aTK6QRgW00N28bHGYuZb5hoTt98SYnlZYR0XpxSShWufFh+LB/auB47rt9upeZBOpYdzMelCwtVzgJ7Y8zV8L/XROSfgLuBcRFpMsaMhlPtr4V3vwy0RD19B3A1qw1WSqkscNbUMHn6NB3btq1sm52bo7a+Hl9M73eiokjWC0xSAAAgAElEQVSn5+YY8fvXvcGwW7EfpZRS6ZcPy4/ZsY1WO74j+13z+xkeHaWiqoptra150TmRjg4JO3ZqbFY5ScUXkQoRqYr8DNwP9APHgY+Gd/so8K3wz8eBj0jIPcB0JGVfKaUKSWN7O1PFxYz7fBhj8AcCjAYCOOrrb+n9TpT+5jDGUgqezovbmI0WOVRKKWVPVgvCRe/3rl27OLZ3L1srK/Mm+81qyn6mX0OlR65G7LcB/xRaxY4S4G+NMf8uIi8Dfy8inwAuAT8S3v/bhJa6u0BoubuPZ7/JSimVHVtaW/nGk0+yrayMXbfdxrY9e/AVF7M9Zr7hWulvVkY/klkOR62m2Q5KKVW4rC4TmM7lBHM1NS4d2RJ2zLjYjHIS2BtjLgJ3xNk+CbwnznYDfCoLTVNKqZyJBItv2bqVu3/0R7k0OMiF69cJ7tvH/q6uW77gN5r+pvPiUpfNtaGVUkpll9WO7/X2SyadXzuL02ez1g+y23J3Sim16URSup/96ldZHhlheXGRmpoaDt91F/cdO0aNyxX3C2mj6W+FUIk4V7QKsFJKFS6rVe7X2i+Z9d11alz6JHPdC00uq+IrpdSmF91LP1tUxJ6iIsb6++HQIVwu17qp8RtJfyuESsS5otkOSilVuKxmxK21XzKZXQGfj/mSEs729xOYmcFZVcW2HTsIBALAxkagN9vo9WbOqNMRe6WUyqHoL6Dy6mqMCE1OJ5MeD5D5YNHtdtPR3U3nAw/QoSl/lmm2g1JKFS6rGXFr7ZdMZldQhKG+Plrm5znqctEyP89QXx9BkQ2NQG/G0evNnFGnI/ZKKZUFiXrMo+fnNba0MNLfT+uWLczduLESLOqSMfaj2Q5KKVXYrGbEJdovmcwuEaGMN0dci4AyYElkQyPQkecuLC5y7swZAjMzLJeUcL64mLfef/+655Yt6cwq2MwZdRrYK6VUhq1VFCf6C8jtcsGhQ7w+MIBneRkcDg0Wc2i9Gw2tAqyUUiqRZArcli0vs6uzk/HLlwlOT+OoqmJXZydDi4sbWsEmkuI/euYMO51OKl0uZgIBnu7pwRunKG8upLtw4EYLC+czDeyVUirD1uptj/0CKi0pwblzJ+/UtPic0grFSimlNiKZzC5nTQ3FwSB7ooLPGb8fZ2UlQMoj0M6aGi6eOsV+p5MqpxOAYhH2bt3KmE3mnKd7TvxmzqjTwF4ppTJsrd72zfwFZGebufiOUkqp9LCa2bXeKHOqI9CN7e08+9RTHGhowBjD7Nwco4EArQcPMmSTOecbyUhIZLNm1Glgr5RSGbbefK/N+gVkZ5m40disROR9wJeAYuAvjTFfjHncAXwF6AQmgR8zxgyLyMPAL0ftehg4aox5RUSeA5qAQPix+40x1zJ7JkoplRnrdvKnOAAQKe53cWiI0nCK/9a2NopKSlayAXJtM8+JTzcN7JVSKsMS9cQ7m5s529OzaZagySd6o5EeIlIM/AlwH3AZeFlEjhtjzkbt9glgyhizV0QeAn6HUHD/BPBE+HVuB75ljHkl6nkPG2N6s3IiSimVYWt18m9kAOC2zk6uLi6yo6LClnPON/Oc+HTT5e6UUirD4i2H49y3j8DAwKZagiaf6HJ2aXM3cMEYc9EYMw98HfhQzD4fAh4P//wPwHtERGL2+XHgaxltqVJKFSCrS/flit3bl090xF4ppbIgtrf9bLgwm87htietfZA2zYAn6vfLQOwHfGUfY8yiiEwDdcBE1D4/xq0dAo+JyBLwj8BvGWNM7MFF5BHgEYDW1tYNnIZSSuUvu0/5s9K+dC6JV6g0sFdKqRzIhzncm/1L1O43QnkiduQdIDYAX3MfEekGZo0x/VGPP2yMuSIiVYQC+58iNE9/9YsY8yjwKEBXV9ctgb9SSin705VqrNFUfKWUyoHIHO5odprDHfkS1akCaoMuAy1Rv+8AribaR0RKABcQ/UF7iJg0fGPMlfC/M8DfEkr5V0opVYCiV6oRkVCWY0UFY4ODuW6arWhgr5RSOWD3Odz6JarS5GWgXUR2i0gZoSD9eMw+x4GPhn/+YeCZSFq9iBQBP0Jobj7hbSUiUh/+uRT4ANCPUkqpghTw+agsL1+1rbK8nIBNluyzC03FV0qpDFkrld3uc7jzYaqAsr/wnPlPAycILXf3ZWPMGRH5HNBrjDkO/BXwVRG5QGik/qGol3gHcNkYczFqmwM4EQ7qi4Gngb/IwukopQrIZp9ulk90pRprNLBXSqkMsDIfzM5zuPVLVKWLMebbwLdjtv1a1M9zhEbl4z33OeCemG1+QmveK6VUSnTOdn7RJfGs0cBeKaUyIDqVHdauem/HUYPN8iVqx2uvlFIqs5L5jla5Z/csR7vQwF4ppTLAaiq7XUcNNsOXqF2vvVJKqczS6Wb5I7YDfvddd+l3dAIa2CulVAZYTWW386iBnacKpIOdr71SSqnM0elm+UE74JOjVfGVUioDrFa9T7XSq9fr5WxPD30nTnBWl6FLiVbZVUqpzcnuK9OoEF2hJzka2CulVAa43W62d3fjcTg4OTmJx+Fge5we5lTWs9c15tMjlWuvlFIq/1n9jla5pR3wydFUfKWUyhArqeypFKnTFPL02CwFApVSajOxWhS10KebFQKdMpEcDeyVUiqHUilSp0V/0mMzFAhUSqnNROdkZ04uVpHRDvjkaGCvlFI5luyogZUebF3GzRodsVFKKevs/t1SaBltdrne2ewwiT1n5759eCYmtAPeAg3slVIqz6zXg53qF7BdbiDSqRDPSSmlciEfRsMLKaPNTtc7Wx0mcc95YEDrH1ikxfOUUirPrFf0J5UqsoVYkK8Qz0kppXIlHyqUZ7MoaqZXp7HT9c5WETs7nXM+0sBeKaXykNvtpqO7m84HHqAjpic7lS/gQvwyLcRzUkqpXMmHCuXZWsYuGx3Hdrre2eowsdM55yMN7JVSqsCk8gVciF+mhXhOSimVK/mwRGi2lrHLRsexna53tjpM0nHOmc6ksDMN7JVSqsCk8gVspxuIdCnEc1JKqVzJVnC3UWtltKVLNjqO7XS9s9VhstFz3uxT8LR4nlJKJZCo8JrdC7KlsoxbIS4pU4jnpJRSuaJLhL4pG+ur2+16Z2MVmY2ec6GtipAsDeyVUiqORNVop/btIzAwYIsqtWtJ9gs4+st0/I038M/MUF5dTdHgINis48Iqu90UKaVUvtMlQkOy1XG8Ga/3Rs65kFZFSEXWA3sRaQG+AjQCy8CjxpgvichvAD8DXA/v+v8aY74dfs5ngU8AS8DPGWNOZLvdSqnNJVGv7/PPP8+xvXsLsjfY7XZDezvLXi9d27a9ebNiw44LqzbjTZFSSqnMypeOY7tnGKZbNjIp7CwXI/aLwH83xpwUkSqgT0SeCj/2h8aY34veWUQ6gIeAg8B24GkR2WeMWcpqq5VSm0qiXt+Z0VEqDx++ZXuh9AZv9jQ2pZRSygq7dxwnyjzM1456Kzb7FLysB/bGmFFgNPzzjIicA5rXeMqHgK8bY4LAGyJyAbgbeDHjjVVKFYxke60T9fpWNTVlpDfYLr3qmz2NTSmllCoEm7GjPl8yKTIlp1XxRWQXcCfQE970aRF5TUS+LCK14W3NgCfqaZdJ0BEgIo+ISK+I9F6/fj3eLkqpTSiVKqmJKrMeOHYs7VVq7VTFVSvJK6WUUvlvsy75mo1VEewqZ4G9iFQC/wj8gjHmBvBnQBtwhNCI/u9Hdo3zdBPvNY0xjxpjuowxXVu3bs1Aq5VS+SiV9WYTLe3S1taW9iVfkm1fJtdotdPyOkoppZRKjXbUbz45qYovIqWEgvonjDHfADDGjEc9/hfAv4R/vQy0RD19B3A1S01VSuWB9dLYU00vTzR/Lt3z6pJpX6bnzKUzjc0u0wuUUkqpzWazzzffjLI+Yi8iAvwVcM4Y8wdR25v+//buPL6u8y7w/+d77r5pubqSLEuyZMvyltixHWdr2iTQtE1LJwGamW6Udii//lpgoHTmxzIwDAPTmbbMi8IAQ6cUWjpTKNA2YLqQpmmctE3sxE4c75YsWfu+X+nu9z6/P86Rc61IsmTZlmR/36/Xfens53mec47Oec6znKLFfgo45QwfBN4jIj4R2Qw0Ay/eqPAqpda2pVRjX+tvrZcTvqupfbBc16Ia21pqXqCUUkrdahaqeagv2G9eq1Fifz/wAeCkiBx3pv1H4L0ishe7mn0H8P8CGGNOi8jfA2ewe9T/Re0RXyk1aymdw6z1t9bLCd966dzuVuy0RymllFpL1nrP/eraWo1e8X/I/O3mv73IOp8EPnndAqWUWreWktFd672kLid8c3vrn5ycpLOlhY50+qqqu1+v6vLr5QWEUkoppdTNYFXa2Cul1LWy0Gfp5lZjX+tvrZcavuLS/Xw2S8exY2SAh+68E286vaz29tezvf5Sj4tSSimllFq5Vf3cnVJKrdSt1ot7cZu57586RbakhK0HDlBRVrbs9vbXs73+rXZclFJKKaVWk5bYK6XWtbVezf56mC3dT05MsL+iArtPUttyqrtfz+ryt+JxUUoppZRaLZqxV0qte2u1mv31/tzbSqu7X+/q8mv1uCillFJK3Wy0Kr5SSl0HN+Jzbyut7q7V5ZVSSimlbg5aYq+UUou42lL3G/G5t9nq7iePHqX/lVcQoGbXrmWvr9XllVJKKaXWN83YK6XUAlbSa/xK268v54VCST7P7n37CAeDy+7ZXqvLK6WUUkqtf1oVXym1poyNjXHmyBGOPfkkZ65x1fXlWkmv8bPt14sttf36cqrxX8+e7ZVSSiml1PqgGXul1JpxI9qlL0dyYoJwMHjZtHAwSHJi4orrrqT9+nIy6ysJo1JKKaWUujloVXyl1JpxI9qlL2S+qu8r6TV+Je3Xl1ON/3r3bK+UUkoppdY+zdgrpVbsWn3W7Xp+V30xC7WlD2zbRmdLCw1OOKYTCTpnZth4++1L2u5S26/PTb+0yJIz6xuam+k8cuSqw6iUUkoppdY/rYqvlFqRa1l9fiXt0ldioarv6ZERNt5zD90+Hy+PjtLt87FxiZ3SLdV86cf4OCcGBpZUjT8ajV73MCqllFJKqbVNS+yVUityLavPr1bp82I1Ba53r/Hzpd/umhpOpdN0+3xLqsavPdsrpZRSSt3aNGOvlFqRa1l9frW+q34j2qkv1FxhofTzJpPsuoaZ9WvVXEIppZRSSq09mrFXSq3Itc4Ur0bp85VqCszNFPtiMdIjI5dlksEufR/o7iYxNUUoEqF606ZL8+Zrw88996wo/ZaaWZ+t7h/J5zEjI4yePMmF55/ntkcfpamp6RqkoFILE5FHgD8GXMAXjDGfmjPfB3wZuBMYBd5tjOkQkUbgLHDeWfSwMeajzjp3Al8CAsC3gV8xxpjrHhmllFJqjdKMvVJqRW6GztuKawoMdHRcyphbra2Mx2IkW1ouZcp7BwY4/uST7N6/n50bNjCdSHDyqaeYnJnBMz7OVGsrdcEgnspKSgIB+sbGmHK52L1Ac4WrTb+FOvxjnvb1A62tRPJ54u3tNAQC7KquZnBigmMHD1L+wQ9qyb26bkTEBfwZ8BagB3hJRA4aY84ULfZhYNwYs1VE3gN8Gni3M6/NGLN3nk3/OfAR4DB2xv4R4DvXKRpKKaXUmqed5ymlVuRm6bwtGo2yobmZqlCIB7du5aHNm6lPpzl38CCRfJ5CLsfF06c5f+gQtRMTDHR0XOpoj54epo8do3RkhIcrKrgtGMTT389oZycNoRD9Z88u+K35q02/5X7rfnpkhIZAgGw+z9m2Nnq6uki1t3Pu6NFrmo5KzXE3cMEY026MyQBfBR6bs8xjwF87w18D3iwistAGRaQGKDHGvOCU0n8Z+MlrH3SllFJq/dASe6XUihVXn5+tHn7xOrTlvh7txIu32d/by96qqstK1qvzefo7OsgWCtQEAqREqDSGbz39NPHhYQrG0PLyy5SFQsQti0hlJSJCYyTCkYsX2XPPPQgsWt3+apofLPdb96MnT7IhFKK/rY0Gvx+X10vI7ebskSOMHThANBrVdvjqeqgFuovGe4C5J/ulZYwxORGZBGZP7s0i8gowBfy2MeYHzvI9c7ZZO9/OReQj2CX7bNq0aWUxUUoppdYwzdgrpa7afG3Pi6utL1Y9fDW3XbyP4ursPzx5kmQ8zmQwSGlpKQDlsRgvHzvG7j17CAUC5EUY6O5mg9tN4cIF9m7cSHZigqDfT2JsjC6vl4jXy8X+fjricY4ePUqoro7OmZlr2lxhOW3zNzQ3c+H55zl94QJ7/X7cwEgmQ7S2lq1+v13K39y85Kr9Si3DfCXvc9vCL7RMP7DJGDPqtKn/RxG5bYnbtCca83ng8wAHDhzQNvhKKaVuWpqxV0pdlfnaeD938CC3Nzev+NN38237mYMHaa6pYXhoiJ54HF8kQllFBQOLbPtKJdADra2U5fMMX7xITzxOcmoKKxhktLv7UsbeF4sxmE6TNwZjDOlMhs5MhtJQiKp8npDPhzcWY2BmhqgIf3/4MLVeL5tCIW6rq2Ps1CmGS0rgzjuZcrnwJZOX9fZ/taXky2mbH41Gue3RR3nyM5+hIpejpLwcbyxG3LLY1NxM28TENf1soVJFeoD6ovE6oG+BZXpExA2UAmNONfs0gDHmmIi0Aduc5euusE2llFLqlqIZe6VuUSutdj1fRrA6n2d6ZARqai4tN7d6+FL2O9+23VNTDHd1ceeuXQRLS0mkUvS1tTG4wGfhltK53GBXF56+PjYGg2RdLsanpnj+pZfw19URravD5fEw4XKx4Q1v4JmzZynE40xNTrL3wAFOnz6NeDyEPR5q9u+n67nn2OP1MihCzOXiVDxOLJ3m/h07CAWDnB8eJhAMXtZ+fjkd4M213E8DNjU1se/xx8m3tTGdy+GLRKisr8dyuwmEw9f0s4VKFXkJaBaRzUAv8B7gfXOWOQh8EHgBeBz4vjHGiEgldgY/LyJbgGag3RgzJiJxEbkXOAL8LPAnNyg+Siml1JqkGXulbkFtbW2cPniQ8nyeaCxGKJulb2xsWdWu58sIlsdi9I2MXDatuHr4UjOy8207n8sRSKcJBQIAhAIBrNFRWo4fp6Sk5HUvCZZSAj0TjxOxLHL5PCPt7dwRDhPdsoVnpqZ4+oUX2HjPPVRt20ZNPI6nooIdTU10tbeT7uvDXVHB9m3bqIvFOHr6NPtvvx1vIIArlWLn7t1UTkyQDwSoicUwxmBNTtIQCl22/5WWki+3bf72O++kL5ejLhR6XSn/QGvrNf1soVJwqc38LwFPYn/u7q+MMadF5PeAo8aYg8BfAv9HRC4AY9iZf4AHgN8TkRyQBz5qjBlz5n2M1z539x20R3yllFK3OM3YK3WLGRsb49zBg9ztdlMdizGdStHZ3k5ky5ZFq7XPNV8bb18sxvj4OPGZmXmrh18pIztbmt957hwFn4+mbduIOlXiLY+Hcb+feDJJ2O+nf3SUCxcvUldby/55XhIspQQ6WFLCcDyO6epii9dLAcgGAuzdtInb77uPk6kUL3372yRPnGBybIznRXD5/WSmpoiUlXGmq4t0KkXv+Dj3bN/OtMvF7XV1RL1exkZGaO/qQvJ5Ci4X2bq61+1/uaXkS6ntMLtM65kzDFy4gFuE6i1b2Pngg/Y36xcq5b8JPluo1iZjzLexP0lXPO13ioZTwL+eZ72vA19fYJtHAT05lVJKKYdm7JW6xQy0tlKdz1Mdi9mfSQsEaAC6RkZIeTxL3s58bbwnXC5ue/RRukdGLmUcA7W1l3rJ7zh3juo5GcXZjOxlpfkNDZz+3vdoe+klNu3bR21jI/lIhE3NzXRnMiQnJxkdG2PT5s2YmhpEhGwuR7Kzk0MtLey4914ylnXFEugN9fWE/H6OdneTESEYClFWV0eovJxMNkv7M89gdXdzezZLXTBIfzzO8Ogo2cpKRsJhsmVlPDUwgMRiDAUCNGzbhi8e54f/8i+Mvfoq/kiE2upqBtJpJgcG+OGzzzLkdl/KlC+nA7yl1HaYXcZMTOA/fJi3+f1k3G5kaIizX/kKvP/9NDU1zfvyZrlV+5VSSiml1NqhGXulbjHJiQnKYzESqRShQICx6Wn6+/t5qa+P2H33MTY2dllmbqFS4kUzgk1Nl9Ytzox6fD7ajh1DDhy4VBI/m5GdLc2fGB+n87nnqMzlCGeznHrxRc5euECgqYmLAwPc0dzMzttu49ihQ4xmMrjicZ753veIDw6yp76ekNtNfTrN+Pg4J41hd03NgiXQG5qb6RsbY9PWrWyzLFwi9CeTVNbX09LSQmWhQMayaPD5qAqFyE1M4ALiySS9bjcbolGqqqoYjcWwQiHiiQSpjg48loW7spJ8JsPJ7m7qb7+d8v5+2sfG+PGf/mm86TSdR44Q2LaNzpaWJZWSL6Xa/uwyL7zwAvtKSqgqKWEmnWYwneZANMrRZ5+1S+0XcDWf3VNKKaWUUqtPM/ZK3WICZWX4sln629vxzcww0dNDJJulMRxma1UVfUeOML5tG+mREQa7uoj39NiZ6Q0bFmwTPzU1RX9vr/0ZuPr6S5n/88eOEerspMfprK28pobRqSnaWlooP3DgUkY2UFvLq9/8JtPJJD2vvspdsRh1GzcyPDFB27lzvGnXLlKRCKWxGK+2ttKWSjHo9VI1Pc3dPh9DIyOEXC66L17EtX07kVCIPRs2cDKVotvnW7AEOhqNMr5tGydbWzly9Cgbysoor6uj/+WXebW1lV3V1fhLS0mNj5PMZPDkckylUgxOTtKwezf7S0uJJ5N87+xZAu97H8effZbSbJbxQIAff+QRsokEF0+c4JlDh9hRX0+huprBnh6S8TgFt5spl4sdSywlX0q1/dllZkZGiFVXAxD0eklPT9O4eTPx7m6UUkoppdaylXbwfKvSjL1S68xK/9nNllKXbdnCmSNHKE8kmPD7aXrwQepqasj393Pq4EHuaG5m5MQJakZHaenpwbzpTZSXlFDo7OSZlhZqdu6E8XE2hUJ4+vqIWBbD8Tj5bJYXnn+ebFkZfYcP89M7dlDt1BDo7+wkum0bRzs7sYqq6idbWqj3+fAODLAxm8U9MUEiHGZsfJxt0SjeVIqJ6WnqNm2iPhCgtbcXESEAWEB6ZoYar5dwJsOUsT9VHQ4GSQ0NgVMzYKG0TLa08M69exmsr+fVp58mcf48sX37uG3bNjIXL+Jyu3FXVTE6M0N3Pk9HMklTXR1lThMAlwgbgkHOPvss8f5+dtbW4vX7SafT5AcGuKOujsmZGepKSrh44QJltbXsrKiwXwgcOcKOAwfm7dV/rqVU259dJhSLMTI9TVVJCYlMBl8oxNDkJJGirxUopZRSSq01K/li0K1OM/ZKrZLiDHpaBBHBWygsmllfajvr4oy/LxYjPTLCQHc3iakpQpEIvtJSzg0OcuLUKepFCNTUkDx3jqHubvoGB3Fls6RcLiLxOHdUVzMyPc3z3/0ujZs2sTUaJWNZmPZ2PFNTjIVCNAWDpPN5xs6d49yhQ+zcsoWe3l5uD4cZ7+ggFAgQCYepAV5ta8NbXg7AxOQkXUeOUJvJ4Pb7OTMwQGOhQG9rK6dOn6ZThAfuuouJiQlysRjDp06xxe8nY1kk02kCPh9tmQzDxuApFKjdsYNEPs/k5CQnXnmFEydOkN2wgfLycvqyWb7/xS+SCwYJBAJs3LqV6XickqkpTvX3c+HCBXYEg2xobAQR7ti3j1fjcQZ7eggEg9RHIrgaGpi5cIFMeTnV1dXMJJO0jo4SLBTIj42xubaWUDzO+PQ0R7u7uTcUYjqZZCKR4NCJE9xWXc1Mfz8Si+ESYWtl5ZI7LFzKd+tnl6nZuZNXDh1ieyZjt7EPhzk6Ps7Od7zjWpy6SimllFLXxUq/GHQr04y9UtfBlUrVizPoI4kEJ59+GiuZpG7fPkoaG+kbG7tUHT45MWFnpI2h9ehRCgMD/GB6mnw6TUlZGRu3bKFnZobS0lJOPPecnfmtrGTXnj1ILMbZJ5+kpKaG6TNnCKRSpP1+Mo2NTL70Eg9t3Mh2r5feri5GurupeOABxkZGmB4fx0QijI2OcuTMGXwuF4OJBDU+HxN+P+09PQxfvMh2l4v+QoHSe+9lsKMDz/nzRIeHyU1Pc3Zykm3vfCfTIyP0dnWxfedOxqanOXn8OI+8+92E3W67vf2JE0Rqashls/T09nKmt5fKTAbJ5chls3z7q1+ly+dDQiE8+TxZIFVaSu22bbxl1y5KN26k5I1v5Pxzz3HqxRfpymR4/tlnOX3xIp7RUTqzWRL5PF63m5rSUgKxGDsaGjhx5AidAwPUZbM0VlRwn8tFaT5PvKWF06dPU3XmDAWgJZ9nJBLhxUSCksZGvFu24PJ6Gcrn8QWDWJEIVYUC3pISNtTX03fqFHXhMF3A2WyWcy0t1GzaRLK3l20+H20XLjBYU0Pcsth02220TUws6ZxaSud2s8sMtLaSSqV4crZX/Kqq13rFV0oppZRao5b7xSD1GjFOtdWbzYEDB8zRo0dXOxjqBllq9fSrqcY+t2R9Oh6n7ZVXGLxwgUQmQzqTQdJpfF4vkYYGtuzcSTiX447mZsKBAO2trXSNjNjfRN+yhaH2dp7/xjfwjIwQKSkhMz7OW2trqSwpobNQwFdTQ7KykrPt7eyoqGCkr4/+M2cYzmYZ6uujMZej1Bh2NzYyDZzNZDg7Ps6u+nr8fX005PN0pVLE3W5SXi/VmzfTMTHBbZZFcmiIqUSCV9Jp3rJrFwPpNBdfeYWyeJwC0BeJULlxIxuMwRUKUen3E56cJJTL8fLEBOmSEmaCQaJuN14RtrhcvNTfTyGfpymTwZtOUwiHCRcKfH9oiIseD3VNTQQqKiipqODiuXNERGjasYMksCmXY6KtjajLRcOGDbxw5gxt4+PcHokwNTzMVC5HezZLtcdDdS5HBufIn4sAACAASURBVPBYFpWVlcRLSuj0egk3NrK1pgZfPM5YWxv5QoG+mRnae3q4I5Nhu8dDKp1myu0mHQ6TLCujrrISa2IC4nFq/H4mRfCGw0RDIU6Nj1PlcrF5zx5CsRjPp1JseOABdj78MNFo9PJaE8Egxw4dwufxULt7N9HSUsYmJ+nv6uJ7hw/TWFrK/poa6mMxXjh5EldvL6PZLOHt29nz0ENYbjfdPt+SquKrW4eIHDPGHFjtcNxs9LlAKaXWvjNHjlCfTl/W9DA+M3NLPy8t9blg3ZTYi8gjwB8DLuALxphPXe99LpYJXC+dOswXTuDStNmS4OHeXk6+9BJTXV24jKG0oYEdd93Ftl27LlXlnlu1e6FtLpQebW1tnH32Wfrb2hgaH8ckk6RTKQAiZWWURqNYJSUUpqawgJqmpkuljG1tbbz0rW9x5oUXmBoexl9SwobGRio2b8YDpPv7qa2oIOjzMTA2xne++EWSlkViYIBUPE7B56Pg9RKamiImQn5ykqmpKYZEKN+3j/KtWzn/gx8wcvo0Vj4PlZXUNDRQ4nYzE4/TUFNDLBSir7OTQn8/nlQKfzpNbmQEXzZLyrLwulwMiXDW66W8qoon3W5Gp6bwJRKELYuZsjKCGzZweyBA+eAg9eXlvHrqFCeHhjgHlJeWUlZby70PPMDhZ59l8sIFLmQyxAcG8BUKpNNpJo3htGXR6PXiHhujfuNGAoUCO1IpAidOkJ2ZYaJQwEqluGAMCcvibGsrU6kU8UCAZq+XvJPBf7a7mxLL4s58np0itKZStMzMYE1N4SotZTqbpRfwWhZDhQKTqRTTg4OUe73si8UIuly0JRJYmQyJmRk2ihA3hunpaTqN4S6vl5p8nkhHB32Dg1BSwj2WxR7LovvYMZ6fnmZTdTW702niuRypdJpwPM5WoGNwkL1uNzmfjx0iPJVMErIs9rtcbPT7OTszQ02hgL+8nPN9fUSyWSZTKR7cu5eOs2eJd3ezOZXip30+4sbgMoaJfJ7WdJq+eJy3l5fTXijgcrnAstgEjLpcnBscxJ3Lsbmujkw6DSLcs3Ur/c51FJ1t8lBUcj4QjbK7qupSL//R0lI8W7Zwd20t/YcPUxoMYoxhY00NJycnuWP7duJuN5bbrd+JV0oppdSqWYv5maU0PVTzWxcZexFxAX8GvAXoAV4SkYPGmDPXa5+LtWUG1kWnDvPF4eRTT2FE2LNhA3m3m45jx+gcHaW7pYWGvj6aPR78wNjLL9M3NsZILsdUfz979+9n54YN9A4McPzJJ9ntjM/d5kLp0dbWxtmvfIUmrxdPfz9lp09TyGYxlkWVy8V4oUB5XR0Xurq47fbbKYnF8Djf3u584xsZ/u53CXV18aaeHjYCF86dIzc6ysCJE9Rv2kSDy4UZGWEGsPJ5qjs6mOjp4U0lJRRmZujN5Tg5Pc12j4fqTIZwNovH42EqEOCpH/6Qk9/8JttyOT4UCOAtFDjV2kqmtxdTWUmN18v40BAzgQBbJycZmp6mNJPBnUhQkc2SB8jnyeXzVLhcPJHJkEwk2OL1si2d5j6fjxmPh7MDA4z091NWX09zaSmtXV1sGB2lzBhu9/mIJxL0dnXx/D//Mx3j49wDVMzMUJ5MMpHPM5DLcRHYZVkIwOQk4/k8Q8Eg5dksfsvCnckQTSSotiy6cjkaLIvxfJ50Nkskn2dLNMr41BRb83lyhQL3ieByu4nn85SJ8HYRksDE+DgduRx3BQLUh0LMzMzQlcsxKsId6TT+qSnE7SZbKNg9xQPnPR4qCgW8iQQlHg/VLhc5v59ELkc4mWSL38+Ey8WG0lLcIqQSCfq6u7m7ro6ECOWBAKOFAr58nq1uNw9GIrw0M0NMhDtdLlyWRZNlUW1Z9BQKhAsFptNpPOEwD+zdy/n2dtz5PKl0mtJMBhEhJMJ4ocBGl4tcPk8ym6VgDFERzhcKBEMhfD4fmUyGiXyeCY+HkN9Pt9uNOxxmT1MTJaEQAxMTJIuqzBd/Fm72OovPzFx2A9p+zz0YYzjf3o41OUmgvJydjzzCwMAA3ek0+Hz6nXillFJKrYq12kndUpoeqvlZqx2AJbobuGCMaTfGZICvAo9dzx0Wd9wgInbHDaEQA62ti85bS+YLZ3h8HO/YGJFQiLGeHprLy/EMDGD6+3lLLEaVCJUiHIhGaZyY4OwLL3CgvJzM6CgiQmZ0lAPl5cw443O3uVB6nH32WQ6Ul2NSKfJDQzwUi+HPZNieydDo9bLLspjp6OAtZWUkJifZHAhgUikOlJfz/Je/zOZMhsDkJPtKSqh1u7m7pAT3xAQHRBjt6yOSy1GZzVKWzZIZGCCcSnGnMURzOTa63WwvFNhYKFA2M8OmXI4GEerdbra63ViTkzSl09xmWez2eikAb/H52J3NwsgIDX4/b3K56B8cZIvPRyqVYmMuRzlggJ3AHiAP1BpDuTHsMoZ4MskDIuzyeqksFIgaw1tcLroHBhCfj7p0mhJjaLYsjGWxwRiqRYiMj5OMx4lZFnWWRZVlsRmoAioBy+XCAqrzeTK5HMlcDuP1kne5qBLBAs7n8+wVYauTad9hWdzrcnF0YoI73G7u8/vpyOcJGUO9MVzI5ZgSYa/bTdoYMrkcj3g8VHm95LNZdrndvD0YJG4MEY+HKsuiP5PBWyiwPxjk9mCQ8tJSGrxemj0e8sbQkstR6vdTGYsR8XiIWRYlXi+TlkUql6M5EKA/l+PizIxdvb6igkJlJUmXi7DbbXcoWChwsVBgo2WRM4ak282UCC4gIUIhFCJYVkYOKAmHicfjeEIhss4LiymXiywwYVmMAGm3m0BJCReTSRIuF7nqasY9HpKRCP7SUtyxGJGNGwlv3syeO++kNBxmOpXCeDyX9T5fLBqNsvGee+j2+Xh5dJRun4+Nzk1xx4EDBBoa2LZnDztvu42qaJRAQwMPfeAD7FpjLwKVUkopdetYy/mZaDTKrnvu4c63vU2fl5ZhvWTsa4HiDzD3ONMuIyIfEZGjInJ0eHh4RTtMTkwQDgYvmxYOBkk6JXcLzVtL5gunO5tFslkA0vE4Qb+fwswMhWSSKp8PCgXchQJhv59QJkN8aIiq0lLS8fildapKS0k643O3OWtuesT7++31EgkKiQQVPh+5QoFwNguFAmWWRWpqivpIhJl4nLDXSzKRoKq0lJneXkKWRS6VIurzUchmqfL7SSUSVLhcZDIZsqkUrlwOyeXIJ5Okk0nKvF4K6TRuEfz5PEEREtks3lwOP3abjkw+D7kcvkIBv/NLZbPUejz4CwVc+TyZfJ5Ky8JkMnh9PjKFArlcjqAIMyK4nW0JEAc8QMSySALVIhTyeSSfxwOUi5DM5cjm80Q9HpIiAIjXi4lE6MvlmMjlCIRCDOfz5IG8MWQLBYad7U4A00DeshjzekmKMFJezqRlkc3nwevlTKFAoVAg7ffj8/vJWxYuy2Iql8Nyuwl6veDzcdLj4VyhQJsIQbebfssi4XLh8vmod7mYsizE4yHqdhMVIQcUIhHCgQAeywJjGAKCwSDlNTWcsiwOi9AmQi4cJhaLURoKUfB6GSsUqC4vp7S0lDGXi85CAU9lJUcsi7NeL6eyWbZu28ZoLMZ4SQmvpNPE3W7OeL2kPB5SwOlCgRYRTCBAp9fLVGUlu+67j/PxOAW/nxHLwl1WxnhJCSM+H4dzOcTvp83t5mw4zGBVFWbLFp4IBJhsaiJ4220Udu/mB+EwT/l8jO/bx8TevWRqa+30SiQ4Oz5OJhq91ORkPgvdgBbL9CullFJKrZb1kp9RS7cuquJj55nmel2vf8aYzwOfB7uTnJXs8ErfjL7S96TXgvnikPN4LiWcLxIhkUphhUJYgQBD6TRYFjlgOpVixuslUlXF0OQkvpKSS+sMTU4ScMbnbnPW3PSI1NTY6wWDWMEgo+k0bsti2rIotSwmcjn8JSV0x+OEIhGmMxkCwSBDk5OEamuZKRRw+/2MpdO4PR6Gkkn8wSCj+TwVtbVMpFJ4LIuCx0PB6yXjdpMAvMaQy+dJuVx4vV76MxnGnempQoGLxhDw+0nncqQsi5Rl4fd46E2nSVkWls9HqlCgt1CgJBymp1Ag4fHQXiiws1BgxBhaAK8Tz1OFAimXi4LXSz6f5yzQDOR9Pry5HKeNIRcKkcrnyVgWUx4PsUCAjWVlSDBIaSpF2uOhxu3GGh+nI58nbln4XS58xmC5XHR5PIR8PtpEmA4E8NbX8/A99/D8j37EhUSC0nyeTDYLPh81NTWUDA+TKRRoz+fJuFwM+P1kvF6qvV7iLhfWyAiNlkXSsjhhDBt8PpIeD335PMlwmHg+T3uhQDKXIxyJIBUVtCaTtLjdTHg8+D0edlVW0lBby3g2y+HOTvqzWYIlJXiDQQZnZhipqKA/m+WRUIh4JkM+EKDL4+G+piZ6pqYIb9jA8YEBGmtqaNqwgeG2NjKZDB4RMoOD/NPgIJGyMrpdLnIizHi9eGtqeO973sPOzZt59Qc/oGN4GN+WLYxOTtrnfSpFWzzOKxMTTALehgbue+wx9t59N75YjKH2dvrOnMEA97/rXew4cOBS53jnjx3ju868mr172enMuxrF1faVUkoppdaCK+V11PqzLnrFF5H7gN81xrzNGf9NAGPMf19onZX2fju35+tLHTfMbWM/Z95aKombLw4n+/tfa2OfzV7Wxr60uI19LkdfYyOb3vzmS23sa2fb2L/8Mrv372fTbBv7om0ulB7Fbey7WlqYWqSN/a7ZNvaVlbRlMgSdNvbBri783d12G/vRUXKVlQx4POx/wxsoFAoM9/czmU6DxwOTk2Q7O2m2rEtt7HtyOcTjwTM1hS+VIujzESwv50KhwJn+frblcjw028Z+aopMMIh/0yZK/X56pqeRaBRPLke/281wdzcl4+NYuRy5QgHJ5bAAv8fDlM9HGqj3+XBPT7Pb6yVlWQxZFi1A/f334ysUONfSgieR4EAwyP7aWgZFaDWGnkCAjZs2YZ09S0lnJ76pKXozGfqNIWcMTWVlRKJRcjt2MFNXR+m+fUhPD2IMk+3tBHp6GBsbY2Zqii1eL1JZSSqTYSKZJGtZyNAQrnCYO976VvpHR/mnQ4cYmZig1LLYEo3SHIvRlUgwXSjw9r17iebznDl+nPaZGbZt305gepoTqRThbduo2raNzrY2yv1+JJvFHQ4zHQ4zY1mMnztHZnqaqi1b2PHQQ0zF43Q+/TSuVIpwNEokFiMnQunWrUSCQXIiuI0hFImQFmGivx8zNUWkpoaaO+4gMzZG/2xme+dOqpuaXvc5QJ8xlzp4HGpvv2z5HSvInCt1I2mv+NeH9oqvlFKvWSyvo89La8tSnwvWS8beDbQAbwZ6gZeA9xljTi+0zrW4gWuv+OujV/zyUIhQJIK/rAxjDKmpKQb7+ujt7GTs4sVLveL7IhFCfj/pTIbpoSESk5O43G42bN+Ov75+3l7xK0Ih8Pko27iRDRUVZLCr3c8kEgz19jLW0cHEyAgzuRw+p2d8VySCOxqlxBj6+vpIDA8TcLkobWxky4MPsjUaxYBdE2FmhrOHDjHc3o43HGbH/fez921vIz06yvHnnqPt+HGmhobI5HIU3G48Hg8hj4fymhp23ncfd//ET9DU1HTpOA90dzPU10d2eprJRIJcIkEkEEDCYQpAqFAgIYKxLEL5PJGaGnY++CAAL37rWwycOYM3EKD5jW/EXV5O69NPE+/tJRsIQChEcHqajAhlmzbR1NzMhvr6ec+Hha6F9XLdKLWaNGN/fWjGXimlLqfPZevDTZWxBxCRdwB/hJ2v+itjzCcXW15v4EoppdYjzdhfH/pcoJRSaj266b5jb4z5NvDt1Q6HUkoppZRSSim1lqyXXvGVUkoppZRSSik1D83YK6WUUkoppZRS65hm7JVSSimllFJKqXVMM/ZKKaWUUkoppdQ6phl7pZRSSimllFJqHdOMvVJKKaWUUkoptY5pxl4ppZRSSimllFrHNGOvlFJKKaWUUkqtY5qxV0oppZRSSiml1jHN2CullFJKKaWUUuuYGGNWOwzXhYgMA52rHY5FxICR1Q7EDaDxvLloPG8uGs+1qcEYU7nagbjZXKfngvV2bt0omi4L07SZn6bL/DRdFnYrpc2Sngtu2oz9WiciR40xB1Y7HNebxvPmovG8uWg8lVoZPbfmp+myME2b+Wm6zE/TZWGaNq+nVfGVUkoppZRSSql1TDP2SimllFJKKaXUOqYZ+9Xz+dUOwA2i8by5aDxvLhpPpVZGz635abosTNNmfpou89N0WZimzRzaxl4ppZRSSimllFrHtMReKaWUUkoppZRaxzRjr5RSSimllFJKrWOasb8GROQRETkvIhdE5Dfmme8Tkb9z5h8RkUZneqOIJEXkuPP7XNE6d4rISWed/ykicuNiNL8VxPP9RXE8LiIFEdnrzDvkbHN2XtWNjdXrLSGeD4jIyyKSE5HH58z7oIi0Or8PFk1fj8dz3niKyF4ReUFETovICRF5d9G8L4nIxaLjufdGxWchKzye+aK4HCyavtk5x1udc957I+KymBUczx+bc32mROQnnXlr7njCkuL6CRE545yfT4tIQ9G8dXONqhtPROpF5BkROev8j/sVZ3pURJ5yzpunRKTcmS7O+XLBOd/2F21r3nNtvRIRv4i8KCKvOmnzX5zp8/4/lAWeCZx5v+lMPy8ib1udGF1bIuISkVdE5JvO+C2fLiLS4fxfPS4iR51pt/y1BCAiZSLyNRE55/y/ue9WTxsR2S6XP49MicjHb/V0WRZjjP5W8ANcQBuwBfACrwK75izzC8DnnOH3AH/nDDcCpxbY7ovAfYAA3wHevl7jOWeZ3UB70fgh4MBqH8dlxrMR2AN8GXi8aHoUaHf+ljvD5ev4eC4Uz21AszO8EegHypzxLxUvu9q/lcTTmTe9wHb/HniPM/w54GPrOZ5zzuExILgWj+cy4vpjRXH4GK/9z10316j+Vu38qgH2O8MRoAXYBXwG+A1n+m8An3aG3+GcLwLcCxxxpi94rq3XnxPHsDPsAY44cZ73/yELP/vscq5bH7DZuZ5dqx2/a5A+nwD+BvimM37LpwvQAcTmTLvlryUnXn8N/Lwz7AXKNG0uSx8XMAA0aLos/acl9it3N3DBGNNujMkAXwUem7PMY9gXMMDXgDcvVhokIjVAiTHmBWOfoV8GfvLaB31ZrlU83wv87XUN6cpcMZ7GmA5jzAmgMGfdtwFPGWPGjDHjwFPAI+v1eC4UT2NMizGm1RnuA4aAyhsT7GVbyfGcl3NO/zj2OQ72Ob9uj+ccjwPfMcYkrl9QV2wpcX2mKA6HgTpneD1do2oVGGP6jTEvO8Nx4CxQy+X3t+Jr/jHgy8Z2GChzzqd5z7UbGJVrzonjtDPqcX6Ghf8fLvRM8BjwVWNM2hhzEbiAfV2vWyJSB/wE8AVnfLH7xC2TLgu45a8lESkBHgD+EsAYkzHGTKBpU+zNQJsxphNNlyXTjP3K1QLdReM9zrR5lzHG5IBJoMKZt9mpuvWsiLypaPmeK2zzRltpPGe9m9dn7L/oVLn5T4u98LhBlhLP5a67Xo/nFYnI3dhvmtuKJn/SqRL1WRHxrSyYK7bSePpF5KiIHBanejr2OT3hnONXs83r4ZocT+zSo7nX51o6nrD8uH4Y+43+YuuuxWtUrTKnivQ+7JLpamNMP9iZf2C22dhi59S1uCbXFKe6+XHsF7pPYf/vX+j/4ULPBDdj2vwR8Gu89uJ0sfvErZQuBviuiBwTkY840/RasmucDWM//74iIl8QkRCaNsWKn0c0XZZIM/YrN19GdO43BBdaph/YZIzZh1OFy3mLt5Rt3mgriac9U+QeIGGMOVU0//3GmN3Am5zfB1Ya0BVaSdovtO56PZ6Lb8B+K/p/gH9rjJl9mPlNYAdwF3YVqF9fSSCvgZXGc5Mx5gDwPuCPRKTpGmzzerhWx3M38GTR5LV2PGEZcRWRnwEOAH9whXXX4jFVq0hEwsDXgY8bY6YWW3SeaTftOWWMyRtj9mLXgrkb2DnfYs7fWyJtROSdwJAx5ljx5HkWvaXSxXG/MWY/8HbgF0XkgUWWvZXSxQ3sB/7cyQPMYFcxX8itlDaI3R/Fo8A/XGnReabdtOmyFJqxX7keoL5ovA7oW2gZEXEDpcCYU91qFMC5IbRht1/u4bWqowtt80a76ngWzX9daaAxptf5G8dum7ba1c6WEs/lrrtej+eCnBdQ3wJ+26n+BFyqxmqMMWngi6zv4znb1ABjTDt2fxD7gBHs6l7uq9nmdbKieDr+DfCEMSY7O2ENHk9YYlxF5GHgt4BHnfAvtu5avEbVKhERD3am/ivGmG84kwedl1+zL8GGnOmLnVMrvSbXLKfa8CHsdq0L/T9c6JngZkub+4FHRaQDu2nQj2OX4N/q6VJ8Dx0CnsC+h+i1ZMepxxhzxBn/GnZGX9PG9nbgZWPMoDOu6bJEmrFfuZeAZrF7P/ViZ14PzlnmIDDbI+PjwPeNMUZEKkXEBSAiW4Bm7I7l+oG4iNzrVE3/WeCfbkRkFnHV8QQQEQv419g3PZxpbhGJOcMe4J3AKVbXUuK5kCeBt4pIudNj51uBJ9fx8ZyXs/wT2O2a/mHOvNl/vILdBmrdHk/nOPqc4Rj2w9sZ55x+BvscB/ucX7fHs8jr+r9Yg8cTlhBXEdkH/G/sTP1Q0az1dI2qVeAc/78Ezhpj/rBoVvH9rfiaPwj8rNjuBSad82nec+2GROI6cZ5ZypzhAPAwdh8EC/0/XOiZ4CDwHrF7h9+M/ezz4o2JxbVnjPlNY0ydMaYR+//R940x7+cWTxcRCYlIZHYY+xo4hV5LGGMGgG4R2e5MejNwBk2bWXOfRzRdlsqsgR781vsPu1fGFuwS999ypv0e9kMlgB+7OskF7H/SW5zp7wJOY/eC+jLwr4q2eQD7H2Ab8KeArNd4OvMeAg7P2V4IOAaccNLhj1kDPcAuIZ53Yb8NnAFGgdNF6/6cE/8L2FXU1/PxnDeewM8AWeB40W+vM+/7wEknrv8XpwfldRrPNzhxedX5++GibW5xzvELzjnvW6/xdOY1Ar2ANWeba+54LjGu3wMGi87Pg0XrrptrVH+rcm69EbvK5omi8+cd2G2gnwZanb9RZ3kB/sw5b05S9JWXhc619frD/qrGK07anAJ+x5k+7/9DFn8m+C0nzc5zE32BAvtZZ7ZX/Fs6XZz4v+r8Thf9r77lryUnTnuBo8719I/Yvbff8mkDBLGfUUqLpt3y6bLUnziRV0oppZRSSiml1DqkVfGVUkoppZRSSql1TDP2SimllFJKKaXUOqYZe6WUUkoppZRSah3TjL1SSimllFJKKbWOacZeKaWUUkoppZRaxzRjr9QaICJ5ETkuIqdE5B9EJHgd9/V7IvKwM/zx5e7L+V7o90WkxBn/ZRE5KyJfuQZh+5CIbCwa/4KI7LrKbf2SiPzblYZJKaXU+iYiPyUiRkR23KD9lYnILxSNbxSRry1j/S+JyOPXJ3Tz7u8hEfnmjdrfnH3XXM2+ReQ+EfmL6xGmefZVIyLfvUbbcovIt0RkRERunzPv90XkhPM8+N3Z5yEReaeI/JdrsX91c9OMvVJrQ9IYs9cYczuQAT66lJWcTPayrmNjzO8YY77njH4c+5uhy/EO4FVjzJQz/gvAO4wx758TNvcytwvwIeBSxt4Y8/PGmDNXsR2AvwJ++SrXVUopdfN4L/BD4D03aH9l2PdGAIwxfcaYG5ZRX2c+AVxNBv0R4F+ucVgW29eT12hbfw6cBx4D/k5E6orm/YExZo8xZi/wTeB3nOnfAh69noU+6uagGXul1p4fAFsBROQTTin+KRH5uDOt0Skh/1/Ay0C9iLxXRE46y33aWc7lvPU/5cz7VWf6l0TkcRH5ZexM9DMi8oyIfFhEPjsbCBH5f0TkD+cJ3/uBf3KW+RywBTgoIr8qIr8rIp933mx/2QnrD0TkZef3hqLt/5oTrldF5FNO6cQB4CvO2+qAiBwSkQPO8q+LozN9WkQ+6WznsIhUAxhjEkCHiNx9TY6KUkqpdUdEwsD9wIeZk7Gfex9ypu117iUnROQJESl3phffj2Ii0uEM3yYiLzr3rRMi0gx8Cmhypv2Bcy885SzvEpH/4ez3hIj8uyuEv0NE/puIvCAiR0Vkv4g8KSJtIvJRZ5mHROQ5J7xnRORzsy/9ReStzrovi10jMOxMf0REzonID4GfLtrf3SLyvIi84vzd7kz/kIh8Q0T+RURaReQzRes84mz/VRF52pkWEpG/EpGXnG09tkAU34WTQXf28Y8i8s8iclHsmnefcNY/LCLRovXeDHxvgfQvTr8GJ7wxEbGcZ5K3zpPOHxaRFuc4/4WI/GnR7EeA7zjLzXfOHBKRzzrH4KyI3OWkVauI/NeiffxnYNIY8wljzI+Anwf+VkRKAYoKTABCgHGmG+AQ8M4F0lApmzFGf/rT3yr/gGnnrxs70/wx4E7gJPY/9zBwGtgHNAIF4F5nnY1AF1DprP994Ced9Z8q2keZ8/dLwOPOcAcQc4ZDQBvgccafB3bPE9ZOIFI0XryN3wWOAQFnPAj4neFm4Kgz/HZn+0FnPOr8PQQcKNr2IezM/rxxdJYxwL9yhj8D/HbR+r8F/PvVPr7605/+9Ke/1fkBPwP8pTP8PLDfGV7oPnQCeNAZ/j3gj5zhS/cnIAZ0OMN/ArzfGfYCAec+faooDJfGnfv71wF38X7nhHnuffpjzvBnnfBFnPvhkDP9ISCF/aLdBTwFPO6E8zkg5Cz369ilwH6g27kvC/D3wDedZUqKwvYw8HVn+ENAO1DqrN8J1Dvh6AY2z0nH/wb8jDNcBrTMhqMonpuBY0XjHwIuFMVvEvhoUdw/XpT+zyyU/vOk588DXwP+P+B/zzN/o5POUcCDXcDyp848F3D8teh0HAAABkBJREFUCufMIeDTzvCvAH1ADeADeoCKZZyvn3TS8xRQWTT9/cCfrPb1pL+1/dMSe6XWhoCIHAeOYmdg/xJ4I/CEMWbGGDMNfAN4k7N8pzHmsDN8F3DIGDNsjMkBXwEewL4BbxGRPxGRR4DiN8GvY4yZwc4wv1PsdogeY8zJeRaNGmPii2zqoDEm6Qx7gL8QkZPAPwCz7eUfBr5o7FJ1jDFji4VtkTiC3XRhtn3eMewHqFlDFFXtV0opdct5L/BVZ/irzjjMcx9ySk7LjDHPOsv8Na/daxbyAvAfReTXgYai+99CHgY+59zLlnL/Azjo/D0JHDHGxI0xw0BKRMqceS8aY9qNMXngb7GfIe7Fvu/+yHnG+CDQAOwALhpjWo0xBvi/RfsqBf7BqWHwWeC2onlPG2MmjTEp4IyzrXuB54wxF+fE563Abzj7PYT9MmDTnHjVAMNzpj1TFL9J4J+L4t5YtO3ZNu9XTH9jzBewXxZ8FPgPc+cDdwPPGmPGjDFZ7OeVWfcAR5zhxZ5dio/RaWNMvzEmjf0sVj/PPudljPktY0w99nPOLxXN0ucZdUVX0wZWKXXtJY3dpuoSEZFFlp8pXnS+BYwx4yJyB/A24BeBfwP83BXC8QXgPwLngC8usExORCxjTGEJYftVYBC4A7vpT6oozOYKYSm2WFpknQcTgDyX/1/zA1d6yFJKKXUTEpEK4MeB20XEYJe+GhH5NZZ/H8rxWhNW/+xEY8zfiMgR4CeAJ0Xk57EzcwsGa5n7BUg7fwtFw7Pjs/e8uds0zr6eMsa8t3iGiOxdJAy/j525/ikRacTOlM8NB7x2v10oPgK8yxhzfoH9gH1/9s+ZNjd+xXGfjevbgT+E+dPfGPP9ywJit02fbcseBuYWTiz2jPF2XmvLv9ixW8oxWo6/wW5b/5+dcX2eUVekJfZKrV3PAT8pIkERCQE/hV09bK4jwINO+zEXdmnEsyISAyxjzNeB/wTsn2fdOPZbbACMMUew3yy/D/uN/3zOY1f3W4pSoN95CfAB7IcqsN+0/5xzs6Wo3dxl4blSHJew/23Y1dmUUkrdeh4HvmyMaTDGNDoloRexS7Nfdx8yxkwC4yIyWzvuA7x2r+nAbuI2u12c9bYA7caY/4ldaruHhe9lOPv9qDgdzM5pN74Sd4vIZqdt/buxOws8DNwvIrP99gRFZBv2y/vNItLkrFuc8S8Fep3hDy1hvy9g3583O/uYjc+TwL+bLaQQkX3zrNvC5bXsrsjZ3h7guDM+X/rP9WnsEvDfYf6O+l504lDuHJd3Fc17M/C0M7zQs8s1Mad/gEexj9MsfZ5RV6QZe6XWKGPMy9jt7F7Ezth+wRjzyjzL9QO/CTwDvAq8bIz5J6AWOORUg/uSs8xcnwe+IyLPFE37e+BHxpjxBYL2Lez2fEvxv4APishh7JvSjBPmf8G+AR91wjdbNe5LwOecTnACS4jjldwPfO+KSymllLoZvRd4Ys60rwPvW+Q+9EHgD0TkBLAXu509wP8APiYiz2O38Z71buCUs40d2C8SRrGrv58SkT+Ys/8vYDe5OyEir2K/SL8WXsDutO8U9suLJ5zq7B/C7qDtBHZGf4dTlf4jwLfE7jyvs2g7nwH+u4j8iNdexi/I2cdHgG848fk7Z9bvYzfHO+FU6//9edadAdpmXzws0Z3AK0U19V6X/sULi8iD2M35Pm2M+QqQkTmfwjXG9GL3CXAE+5nhDDApIpVAyjid2i1yzlwrn3LOmRPYzQ1+pWjej2E/fym1IHntulBKKRD7e7KfNcY8vcD8GuwHl7fc2JAtj1M68AljzAdWOyxKKaXU9SIiDwH/wRiz7npNF5GfAu40xvz2Epf/beCCMearV1x4eeEIG2OmnRL7J7A/mRsC6owxn7qW+7qKsFUDf2OMefNqhkOtfdrGXikFgNMBz4vY36ifN1MPdum58ymYEnP5p1nWmhh2EwSllFJKrUHGmCecvhCWuvx/vfJSV+V3ReRh7Lbs3wX+0ayd0s9NwL9f7UCotU9L7JVSSimllFJKqXVM29grpZRSSimllFLrmGbslVJKKaWUUkqpdUwz9koppZRSSiml1DqmGXullFJKKaWUUmod04y9UkoppZRSSim1jv3/tzMPzOwB3eQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(121)\n",
    "plt.plot(df['Porosity'].values,df['Perm'].values, 'o', label='', markerfacecolor='red', markeredgecolor='black', alpha=0.2)\n",
    "plt.title('Well Data Permeability vs. Porostiy')\n",
    "plt.xlabel('Porosity (fraction)')\n",
    "plt.ylabel('Permeability (mD)')\n",
    "#plt.legend()\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.plot(df['AI'].values,df['Porosity'].values, 'o', label='', markerfacecolor='red', markeredgecolor='black', alpha=0.2)\n",
    "plt.title('Well Data Porostiy vs. Acoustic Impedance')\n",
    "plt.ylabel('Porosity (fraction)')\n",
    "plt.xlabel('Acoustic Impedance (m/s x g/cm^3)')\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2.2, top=1.2, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Correlation and Covariance\n",
    "\n",
    "It is straight forward to calculat the covariance and correlation from the pairs of data in our dataset. Here's the covariance.  Notice that the matrix is symmetrical?  Makes sense, as the $C_{Por,Perm} = C_{Perm,Por}$.  Also, note that the diagonal values ($C_{i,j}$ where $i=j$) equal to the variance.  We check porosity by calculating the variance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              Facies   Porosity          Perm             AI\n",
      "Facies      0.241085   0.011370     33.010926    -248.032706\n",
      "Porosity    0.011370   0.000939      4.055029     -17.132244\n",
      "Perm       33.010926   4.055029  52149.501968  -46471.695092\n",
      "AI       -248.032706 -17.132244 -46471.695092  949768.302409\n",
      "The variance of porosity is 0.000936\n"
     ]
    }
   ],
   "source": [
    "print(df.iloc[:,3:7].cov())                    # the covariance matrix for columns 3,4,5 and 6 and all rows\n",
    "print('The variance of porosity is ' + str(round(np.var(df['Porosity'].values),6)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here's the correlation coefficient."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Facies</th>\n",
       "      <th>Porosity</th>\n",
       "      <th>Perm</th>\n",
       "      <th>AI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Facies</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.755682</td>\n",
       "      <td>0.294406</td>\n",
       "      <td>-0.518340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Porosity</th>\n",
       "      <td>0.755682</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.579493</td>\n",
       "      <td>-0.573700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Perm</th>\n",
       "      <td>0.294406</td>\n",
       "      <td>0.579493</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.208812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AI</th>\n",
       "      <td>-0.518340</td>\n",
       "      <td>-0.573700</td>\n",
       "      <td>-0.208812</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Facies  Porosity      Perm        AI\n",
       "Facies    1.000000  0.755682  0.294406 -0.518340\n",
       "Porosity  0.755682  1.000000  0.579493 -0.573700\n",
       "Perm      0.294406  0.579493  1.000000 -0.208812\n",
       "AI       -0.518340 -0.573700 -0.208812  1.000000"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[:,3:7].corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Matrix Scatter Plots\n",
    "\n",
    "If we have 3 or more variables to consider then matrix scatter plot offer an efficient method to display the multivariate relationships, 2 variables at a time.  Once can identify:\n",
    "\n",
    "1. the range, envelope of the paired data\n",
    "2. homoscedastic and heteroscedastic behavoirs\n",
    "3. non-linear features\n",
    "\n",
    "Here's the seaborn package matrix scatter plot function, pairplot. Let's color the results by facies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1d160176208>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 771.875x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df, hue='Facies',vars=['Facies','Porosity','Perm','AI'],markers='o')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Joint, Conditional and Marginals\n",
    "\n",
    "We can use kernel density estimation to estimate the joint probabilities density function (pdf) for the paired data, a 2D pdf! We could use this to estimate any required joint, marginal and conditional probability (care must be taken with normalization). Let's use the seaborn package 'kdeplot' function to estimate the joint pdf for porosity and acoustic impedance. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Porosity vs. Acoustic Impedance')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.kdeplot(df['AI'].values,df['Porosity'].values, shade=True, n_levels = 10,cmap=cmap,cbar= True, shade_lowest = False)\n",
    "ax.set_xlabel('Acoustic Impedance (m/s x g/cm^3)'); ax.set_ylabel('Porosity (fraction)'); ax.set_title('Porosity vs. Acoustic Impedance')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I think is it useful to visualize the joint pdfs with the marginal pdfs on a single plot. We can use seaborn's 'jointplot' to accomplish this. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.jointplot('AI','Porosity', df, kind='kde',shade = False, n_levels = 10,cmap=cmap, shade_lowest = True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The correlation coefficient and the p-value of the correlation coefficient (significant if < $\\alpha/2$ or > $1-\\alpha/2$). \n",
    "\n",
    "#### Calculating Conditional Statistics\n",
    "\n",
    "Of course, we could just calculate the conditional statistics by-hand. We need to select some bins over the variable that we will condition to. Let's calculate conditional statistical of porosity given acoustic impedance. We will select 9 equal spaced bins.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2000.         2666.66666667 3333.33333333 4000.         4666.66666667\n",
      " 5333.33333333 6000.         6666.66666667 7333.33333333 8000.        ]\n",
      "[2333.33333333 3000.         3666.66666667 4333.33333333 5000.\n",
      " 5666.66666667 6333.33333333 7000.         7666.66666667]\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Facies</th>\n",
       "      <th>Porosity</th>\n",
       "      <th>Perm</th>\n",
       "      <th>AI</th>\n",
       "      <th>AI_bins</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>900.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.101319</td>\n",
       "      <td>1.996868</td>\n",
       "      <td>5590.417154</td>\n",
       "      <td>5666.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>100.0</td>\n",
       "      <td>800.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.147676</td>\n",
       "      <td>10.711789</td>\n",
       "      <td>3470.845666</td>\n",
       "      <td>3666.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>100.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.145912</td>\n",
       "      <td>17.818143</td>\n",
       "      <td>3586.988513</td>\n",
       "      <td>3666.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>100.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.186167</td>\n",
       "      <td>217.109365</td>\n",
       "      <td>3732.114787</td>\n",
       "      <td>3666.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>100.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.146088</td>\n",
       "      <td>16.717367</td>\n",
       "      <td>2534.551236</td>\n",
       "      <td>2333.333333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0      X      Y  Facies  Porosity        Perm           AI  \\\n",
       "0           0  100.0  900.0     0.0  0.101319    1.996868  5590.417154   \n",
       "1           1  100.0  800.0     1.0  0.147676   10.711789  3470.845666   \n",
       "2           2  100.0  700.0     1.0  0.145912   17.818143  3586.988513   \n",
       "3           3  100.0  600.0     1.0  0.186167  217.109365  3732.114787   \n",
       "4           4  100.0  500.0     1.0  0.146088   16.717367  2534.551236   \n",
       "\n",
       "       AI_bins  \n",
       "0  5666.666667  \n",
       "1  3666.666667  \n",
       "2  3666.666667  \n",
       "3  3666.666667  \n",
       "4  2333.333333  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AI_bins = np.linspace(2000,8000,10)            # set the bin boundaries and then the centroids for plotting\n",
    "AI_centroids = np.linspace((AI_bins[0]+AI_bins[1])*0.5,(AI_bins[8]+AI_bins[9])*0.5,9)\n",
    "print(AI_bins)                                 # check the boundaries\n",
    "print(AI_centroids)                            # check the centroids\n",
    "df['AI_bins'] = pd.cut(df['AI'], AI_bins,labels = AI_centroids) # cut on bondaries and lable with centroids \n",
    "df.head()                                      # check the new column in the DataFrame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can use the 'groupby' function built-in to Pandas' DataFrames to extract subsets of porosity values in each bin from the DataFrame and then to calculate the conditional statistics: expectation, P90 and P10. Let's plot the result. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cond_exp = df.groupby('AI_bins')['Porosity'].mean()\n",
    "cond_P90 = df.groupby('AI_bins')['Porosity'].quantile(.9)\n",
    "cond_P10 = df.groupby('AI_bins')['Porosity'].quantile(.1)\n",
    "\n",
    "plt.subplot(111)\n",
    "plt.plot(AI_centroids,cond_exp,color='black')\n",
    "plt.plot(AI_centroids,cond_P90,'r--',color='black',linewidth = 1.0)\n",
    "plt.plot(AI_centroids,cond_P10,'r--',color='black',linewidth = 1.0)\n",
    "\n",
    "plt.xlabel('Acoustic Impedance (m/s x g/cm^3)')\n",
    "plt.ylabel('Porosity (fraction) | Acoustic Impedance')\n",
    "t = plt.title('Porosity Conditional to Accoustic Impedance')\n",
    "plt.ylim(pormin,pormax)\n",
    "plt.xlim(AImin,AImax)\n",
    "plt.text(3200, .10, 'P10')\n",
    "plt.text(3200, .15, 'Expectation')\n",
    "plt.text(3200, .19, 'P90')\n",
    "\n",
    "plt.grid(True)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=1.2, top=1.2, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Does acoustic impedance provide information about porosity? \n",
    "\n",
    "Yes, clearly the conditional statistics vary over acoustic impedance, knowing the acoustic impedance reduces the uncertainty about porosity.\n",
    "\n",
    "#### Comments\n",
    "\n",
    "This was a basic demonstration of multivariate analysis. A lot more could be done, for example, there are methods that reduce the dimensionality, and remove dependency to allow for independent variable modeling workflows etc.\n",
    "\n",
    "I have other demonstrations on the basics of working with DataFrames, ndarrays, univariate statistics, plotting data, declustering, data transformations, trend modeling and many other workflows available at https://github.com/GeostatsGuy/PythonNumericalDemos and https://github.com/GeostatsGuy/GeostatsPy. \n",
    "  \n",
    "I hope this was helpful,\n",
    "\n",
    "*Michael*\n",
    "\n",
    "Michael Pyrcz, Ph.D., P.Eng. Associate Professor The Hildebrand Department of Petroleum and Geosystems Engineering, Bureau of Economic Geology, The Jackson School of Geosciences, The University of Texas at Austin\n",
    "\n",
    "#### More Resources Available at: [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n"
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